CINXE.COM

<!DOCTYPE html> <html lang="en">  <head> <title>[PDF] Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing | Semantic Scholar</title> <meta name="robots" content="noarchive"> <link rel="canonical" href="https://www.semanticscholar.org/paper/Federated-Hyperparameter-Tuning%3A-Challenges%2C-and-to-Khodak-Tu/39dc3b78ca88ce661a669fbbe331c589bceadb6a"> <meta name="viewport" content="width=device-width,initial-scale=1"> <meta charset="utf-8"> <meta name="s2-ui-version" content="3468db7490d8364898247167cf3fad69807a1f93"> <meta name="description" content="A new method is introduced, FedEx, to accelerate federated hyperparameter tuning that is applicable to widely-used federated optimization methods such as FedAvg and recent variants and correctly tunes the on-device learning rate in the setting of online convex optimization across devices. Tuning hyperparameters is a crucial but arduous part of the machine learning pipeline. Hyperparameter optimization is even more challenging in federated learning, where models are learned over a distributed network of heterogeneous devices; here, the need to keep data on device and perform local training makes it difficult to efficiently train and evaluate configurations. In this work, we investigate the problem of federated hyperparameter tuning. We first identify key challenges and show how standard approaches may be adapted to form baselines for the federated setting. Then, by making a novel connection to the neural architecture search technique of weight-sharing, we introduce a new method, FedEx, to accelerate federated hyperparameter tuning that is applicable to widely-used federated optimization methods such as FedAvg and recent variants. Theoretically, we show that a FedEx variant correctly tunes the on-device learning rate in the setting of online convex optimization across devices. Empirically, we show that FedEx can outperform natural baselines for federated hyperparameter tuning by several percentage points on the Shakespeare, FEMNIST, and CIFAR-10 benchmarks, obtaining higher accuracy using the same training budget."> <meta name="twitter:description" content="A new method is introduced, FedEx, to accelerate federated hyperparameter tuning that is applicable to widely-used federated optimization methods such as FedAvg and recent variants and correctly tunes the on-device learning rate in the setting of online convex optimization across devices. Tuning hyperparameters is a crucial but arduous part of the machine learning pipeline. Hyperparameter optimization is even more challenging in federated learning, where models are learned over a distributed network of heterogeneous devices; here, the need to keep data on device and perform local training makes it difficult to efficiently train and evaluate configurations. In this work, we investigate the problem of federated hyperparameter tuning. We first identify key challenges and show how standard approaches may be adapted to form baselines for the federated setting. Then, by making a novel connection to the neural architecture search technique of weight-sharing, we introduce a new method, FedEx, to accelerate federated hyperparameter tuning that is applicable to widely-used federated optimization methods such as FedAvg and recent variants. Theoretically, we show that a FedEx variant correctly tunes the on-device learning rate in the setting of online convex optimization across devices. Empirically, we show that FedEx can outperform natural baselines for federated hyperparameter tuning by several percentage points on the Shakespeare, FEMNIST, and CIFAR-10 benchmarks, obtaining higher accuracy using the same training budget."> <meta property="og:description" content="A new method is introduced, FedEx, to accelerate federated hyperparameter tuning that is applicable to widely-used federated optimization methods such as FedAvg and recent variants and correctly tunes the on-device learning rate in the setting of online convex optimization across devices. Tuning hyperparameters is a crucial but arduous part of the machine learning pipeline. Hyperparameter optimization is even more challenging in federated learning, where models are learned over a distributed network of heterogeneous devices; here, the need to keep data on device and perform local training makes it difficult to efficiently train and evaluate configurations. In this work, we investigate the problem of federated hyperparameter tuning. We first identify key challenges and show how standard approaches may be adapted to form baselines for the federated setting. Then, by making a novel connection to the neural architecture search technique of weight-sharing, we introduce a new method, FedEx, to accelerate federated hyperparameter tuning that is applicable to widely-used federated optimization methods such as FedAvg and recent variants. Theoretically, we show that a FedEx variant correctly tunes the on-device learning rate in the setting of online convex optimization across devices. Empirically, we show that FedEx can outperform natural baselines for federated hyperparameter tuning by several percentage points on the Shakespeare, FEMNIST, and CIFAR-10 benchmarks, obtaining higher accuracy using the same training budget."> <meta name="citation_author" content="M. Khodak"> <meta name="citation_author" content="Renbo Tu"> <meta name="citation_author" content="Tian Li"> <meta name="citation_author" content="Liam Li"> <meta name="citation_author" content="Maria-Florina Balcan"> <meta name="citation_author" content="Virginia Smith"> <meta name="citation_author" content="Ameet Talwalkar"> <meta name="citation_title" content="Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing"> <meta name="citation_publication_date" content="2021"> <meta name="citation_journal_title" content="Neural Information Processing Systems"> <meta name="citation_pdf_url" content="https://arxiv.org/pdf/2106.04502.pdf"> <meta property="og:title" content="[PDF] Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing | Semantic Scholar"> <meta name="twitter:title" content="[PDF] Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing | Semantic Scholar"> <meta property="og:image" content="https://www.semanticscholar.org/img/semantic_scholar_og.png"> <meta property="og:image:secure_url" content="https://www.semanticscholar.org/img/semantic_scholar_og.png"> <meta property="og:image:width" content="1110"> <meta property="og:image:height" content="582"> <meta name="twitter:image" content="https://www.semanticscholar.org/img/semantic_scholar_og.png"> <meta property="og:type" content="website"> <meta property="og:locale" content="en_US"> <meta property="og:image:secure_url" content="https://www.semanticscholar.org/img/semantic_scholar_og.png" /> <meta property="og:locale" content="en_US" /> <meta name="twitter:card" content="summary_large_image"> <meta name="twitter:image" content="https://www.semanticscholar.org/img/semantic_scholar_og.png" /> <meta name="twitter:site" content="@allenai_org"> <link rel="apple-touch-icon-precomposed" sizes="57x57" href="https://cdn.semanticscholar.org/fc7542c1bb17de0f/img/apple-touch-icon-57x57.png" class="favicon"/> <link rel="apple-touch-icon-precomposed" sizes="114x114" href="https://cdn.semanticscholar.org/fc7542c1bb17de0f/img/apple-touch-icon-114x114.png" class="favicon"/> <link rel="apple-touch-icon-precomposed" sizes="72x72" href="https://cdn.semanticscholar.org/fc7542c1bb17de0f/img/apple-touch-icon-72x72.png" class="favicon"/> <link rel="apple-touch-icon-precomposed" sizes="144x144" href="https://cdn.semanticscholar.org/fc7542c1bb17de0f/img/apple-touch-icon-144x144.png" class="favicon"/> <link rel="apple-touch-icon-precomposed" sizes="60x60" href="https://cdn.semanticscholar.org/fc7542c1bb17de0f/img/apple-touch-icon-60x60.png" class="favicon"/> <link rel="apple-touch-icon-precomposed" sizes="120x120" href="https://cdn.semanticscholar.org/fc7542c1bb17de0f/img/apple-touch-icon-120x120.png" class="favicon"/> <link rel="apple-touch-icon-precomposed" sizes="76x76" href="https://cdn.semanticscholar.org/fc7542c1bb17de0f/img/apple-touch-icon-76x76.png" class="favicon"/> <link rel="apple-touch-icon-precomposed" sizes="152x152" href="https://cdn.semanticscholar.org/fc7542c1bb17de0f/img/apple-touch-icon-152x152.png" class="favicon"/> <link rel="icon" type="image/png" href="https://cdn.semanticscholar.org/fc7542c1bb17de0f/img/favicon-196x196.png" sizes="196x196" class="favicon"/> <link rel="icon" type="image/png" href="https://cdn.semanticscholar.org/fc7542c1bb17de0f/img/favicon-96x96.png" sizes="96x96" class="favicon"/> <link rel="icon" type="image/png" href="https://cdn.semanticscholar.org/fc7542c1bb17de0f/img/favicon-32x32.png" sizes="32x32" class="favicon"/> <link rel="icon" type="image/png" href="https://cdn.semanticscholar.org/fc7542c1bb17de0f/img/favicon-16x16.png" sizes="16x16" class="favicon"/> <link rel="icon" type="image/png" href="https://cdn.semanticscholar.org/fc7542c1bb17de0f/img/favicon-128.png" sizes="128x128" class="favicon"/> <meta name="application-name" content=" "/> <meta name="msapplication-TileColor" content="#FFFFFF" /> <meta name="msapplication-TileImage" content="https://cdn.semanticscholar.org/fc7542c1bb17de0f/img/mstile-144x144.png" class="favicon"/> <meta name="msapplication-square70x70logo" content="https://cdn.semanticscholar.org/fc7542c1bb17de0f/img/mstile-70x70.png" class="favicon"/> <meta name="msapplication-square150x150logo" content="https://cdn.semanticscholar.org/fc7542c1bb17de0f/img/mstile-150x150.png" class="favicon"/> <meta name="msapplication-wide310x150logo" content="https://cdn.semanticscholar.org/fc7542c1bb17de0f/img/mstile-310x150.png" class="favicon"/> <meta name="msapplication-square310x310logo" content="https://cdn.semanticscholar.org/fc7542c1bb17de0f/img/mstile-310x310.png" class="favicon"/> <script type="text/javascript"> (function(){function c(b){b&&Array.from(d).forEach(function(a){a.href&&(a.href=a.href.replace("/img/","/img/darkmode/"));a.content&&(a.content=a.content.replace("/img/","/img/darkmode/"))})}var e=window.matchMedia("(prefers-color-scheme: dark)").matches||!1,d=document.getElementsByClassName("favicon");try{window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change",function(b){c(b.matches)})}catch(b){try{window.matchMedia("(prefers-color-scheme: dark)").addListener(function(a){c(a.matches)})}catch(a){console.error(a)}}c(e)})(); </script> <link href="https://fonts.googleapis.com/css?family=Roboto+Slab:400,500,600,700|Roboto:300,400,500,600,700&display=swap" rel="stylesheet"> <link href="https://cdn.semanticscholar.org/fc7542c1bb17de0f/css/main.css" rel="stylesheet"> <script async src="https://www.googletagmanager.com/gtag/js?id=G-H7P4ZT52H5"></script> <script> window.googleAnalyticsId = window.googleAnalyticsId || 'G-H7P4ZT52H5'; window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag('js', new Date()); gtag('config', 'G-H7P4ZT52H5', { 'linker': {'domains': ['pdfs.semanticscholar.org'], 'accept_incoming': true}, 'send_page_view': false }); </script>  <script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start': new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0], j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src= 'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f); })(window,document,'script','dataLayer','GTM-592W6WL');</script>  <script type="text/javascript" src="https://c09bc9c04079.edge.sdk.awswaf.com/c09bc9c04079/4996efde3854/challenge.js" defer></script> <script>window.s2isMobile = false;</script> <script>window.s2RouteName = "PAPER_DETAIL";</script> <script>document.documentElement.style.setProperty('--app-height', `${document.documentElement.clientHeight||window.innerHeight||0}px`);</script> <script type="application/ld+json" class="schema-data">{"@context":"http://schema.org","@graph":[{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"item":{"@id":"www.semanticscholar.org/paper","name":"Papers"}},{"@type":"ListItem","position":2,"item":{"@id":"www.semanticscholar.org/paper/Federated-Hyperparameter-Tuning%3A-Challenges%2C-and-to-Khodak-Tu/39dc3b78ca88ce661a669fbbe331c589bceadb6a","name":"Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing"}}]},[{"@type":"Article","about":"A new method is introduced, FedEx, to accelerate federated hyperparameter tuning that is applicable to widely-used federated optimization methods such as FedAvg and recent variants and correctly tunes the on-device learning rate in the setting of online convex optimization across devices.","abstract":"A new method is introduced, FedEx, to accelerate federated hyperparameter tuning that is applicable to widely-used federated optimization methods such as FedAvg and recent variants and correctly tunes the on-device learning rate in the setting of online convex optimization across devices. Tuning hyperparameters is a crucial but arduous part of the machine learning pipeline. Hyperparameter optimization is even more challenging in federated learning, where models are learned over a distributed network of heterogeneous devices; here, the need to keep data on device and perform local training makes it difficult to efficiently train and evaluate configurations. In this work, we investigate the problem of federated hyperparameter tuning. We first identify key challenges and show how standard approaches may be adapted to form baselines for the federated setting. Then, by making a novel connection to the neural architecture search technique of weight-sharing, we introduce a new method, FedEx, to accelerate federated hyperparameter tuning that is applicable to widely-used federated optimization methods such as FedAvg and recent variants. Theoretically, we show that a FedEx variant correctly tunes the on-device learning rate in the setting of online convex optimization across devices. Empirically, we show that FedEx can outperform natural baselines for federated hyperparameter tuning by several percentage points on the Shakespeare, FEMNIST, and CIFAR-10 benchmarks, obtaining higher accuracy using the same training budget.","author":[{"@type":"Person","name":"M. Khodak","mainEntityOfPage":"/author/M.-Khodak/10398264"},{"@type":"Person","name":"Renbo Tu","mainEntityOfPage":"/author/Renbo-Tu/41021281"},{"@type":"Person","name":"Tian Li","mainEntityOfPage":"/author/Tian-Li/2118910109"},{"@type":"Person","name":"Liam Li","mainEntityOfPage":"/author/Liam-Li/51517360"},{"@type":"Person","name":"Maria-Florina Balcan","mainEntityOfPage":"/author/Maria-Florina-Balcan/1745410"},{"@type":"Person","name":"Virginia Smith","mainEntityOfPage":"/author/Virginia-Smith/145260024"},{"@type":"Person","name":"Ameet Talwalkar","mainEntityOfPage":"/author/Ameet-Talwalkar/145532827"}],"copyrightYear":"2021","datePublished":"8 June 2021","headline":"Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing","mainEntity":"https://arxiv.org/pdf/2106.04502.pdf","mainEntityOfPage":"/paper/Federated-Hyperparameter-Tuning%3A-Challenges%2C-and-to-Khodak-Tu/39dc3b78ca88ce661a669fbbe331c589bceadb6a","name":"Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing","publication":"","publisher":{"@type":"Organization","name":"Neural Information Processing Systems"},"image":[{"@type":"ImageObject","caption":"Figure 1: FedEx can be applied to any local training-based FL method, e.g. FedAvg, by interleaving standard updates to model weights (computed by aggregating results of local training) with exponentiated gradient updates to hyperparameters (computed by aggregating results of local validation).","contentUrl":"https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/2-Figure1-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/39dc3b78ca88ce661a669fbbe331c589bceadb6a/2-Figure1-1.png","height":97,"width":350},{"@type":"ImageObject","caption":"Table 1: Final test error obtained when tuning using a standard hyperparameter tuning algorithm (SHA or RS) alone, or when using it for server (aggregation) hyperparameters while FedEx tunes client (on-device training) hyperparameters. The target model is the one used to compute on-device validation error by the wrapper method, as well as the one used to compute test error after tuning. Note that this table reports the final error results corresponding to the online evaluations reported in Figure 4, which measure performance as more of the computational budget is expended.","contentUrl":"https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/9-Table1-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/39dc3b78ca88ce661a669fbbe331c589bceadb6a/9-Table1-1.png","height":150,"width":546},{"@type":"ImageObject","caption":"Figure 2: Tuning FL with SHA but making elimination decisions based on validation estimates using different discount factors. On both FEMNIST (top) and CIFAR (bottom) using more of the validation data does not improve upon just using the most recent round’s validation error.","contentUrl":"https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/4-Figure2-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/39dc3b78ca88ce661a669fbbe331c589bceadb6a/4-Figure2-1.png","height":220,"width":132},{"@type":"ImageObject","caption":"Table 2: Final test error obtained when tuning using a standard hyperparameter tuning algorithm (SHA or RS) alone, or when using it for server (aggregation) hyperparameters while FedEx tunes client (on-device training) hyperparameters. The target model is the one used to compute on-device validation error by the wrapper method, as well as the one used to compute test error after tuning. The confidence intervals displayed are 90% Student-t confidence intervals for the mean estimates from Table 1, with 5 independent trials for Shakespeare, 10 for FEMNIST, 10 for RS on CIFAR, and 6 for SHA on CIFAR.","contentUrl":"https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/18-Table2-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/39dc3b78ca88ce661a669fbbe331c589bceadb6a/18-Table2-1.png","height":151,"width":544},{"@type":"ImageObject","caption":"Figure 3: Comparison of the range of performance values attained using different perturbation settings. Although the range is much smaller for = 0.1 than for = 1.0 (the latter is the entire space), it still covers a large (roughly 10-20%) range of different performance levels on both FEMNIST (left) and CIFAR (right).","contentUrl":"https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/7-Figure3-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/39dc3b78ca88ce661a669fbbe331c589bceadb6a/7-Figure3-1.png","height":271,"width":554},{"@type":"ImageObject","caption":"Figure 4: Online evaluation of FedEx on the Shakespeare next-character prediction dataset (left), the FEMNIST image classification dataset (middle), and the CIFAR-10 image classification dataset (right) in the fully non-i.i.d. setting (except CIFAR-10). We report global model performance on the top and personalized performance on the bottom. All evaluations are run for three trials.","contentUrl":"https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/10-Figure4-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/39dc3b78ca88ce661a669fbbe331c589bceadb6a/10-Figure4-1.png","height":260,"width":522},{"@type":"ImageObject","caption":"Figure 5: Comparison of different ε settings for the local perturbation component of FedEx from Section 3.","contentUrl":"https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/19-Figure5-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/39dc3b78ca88ce661a669fbbe331c589bceadb6a/19-Figure5-1.png","height":166,"width":240},{"@type":"ImageObject","caption":"Figure 6: Comparison of step-size schedules for ηt in FedEx. In practice we chose the ‘aggressive’ schedule, which exhibits faster convergence to favorable configurations.","contentUrl":"https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/19-Figure6-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/39dc3b78ca88ce661a669fbbe331c589bceadb6a/19-Figure6-1.png","height":179,"width":230}]},{"@type":"ScholarlyArticle","about":"A new method is introduced, FedEx, to accelerate federated hyperparameter tuning that is applicable to widely-used federated optimization methods such as FedAvg and recent variants and correctly tunes the on-device learning rate in the setting of online convex optimization across devices.","abstract":"A new method is introduced, FedEx, to accelerate federated hyperparameter tuning that is applicable to widely-used federated optimization methods such as FedAvg and recent variants and correctly tunes the on-device learning rate in the setting of online convex optimization across devices. Tuning hyperparameters is a crucial but arduous part of the machine learning pipeline. Hyperparameter optimization is even more challenging in federated learning, where models are learned over a distributed network of heterogeneous devices; here, the need to keep data on device and perform local training makes it difficult to efficiently train and evaluate configurations. In this work, we investigate the problem of federated hyperparameter tuning. We first identify key challenges and show how standard approaches may be adapted to form baselines for the federated setting. Then, by making a novel connection to the neural architecture search technique of weight-sharing, we introduce a new method, FedEx, to accelerate federated hyperparameter tuning that is applicable to widely-used federated optimization methods such as FedAvg and recent variants. Theoretically, we show that a FedEx variant correctly tunes the on-device learning rate in the setting of online convex optimization across devices. Empirically, we show that FedEx can outperform natural baselines for federated hyperparameter tuning by several percentage points on the Shakespeare, FEMNIST, and CIFAR-10 benchmarks, obtaining higher accuracy using the same training budget.","author":[{"@type":"Person","name":"M. Khodak","mainEntityOfPage":"/author/M.-Khodak/10398264"},{"@type":"Person","name":"Renbo Tu","mainEntityOfPage":"/author/Renbo-Tu/41021281"},{"@type":"Person","name":"Tian Li","mainEntityOfPage":"/author/Tian-Li/2118910109"},{"@type":"Person","name":"Liam Li","mainEntityOfPage":"/author/Liam-Li/51517360"},{"@type":"Person","name":"Maria-Florina Balcan","mainEntityOfPage":"/author/Maria-Florina-Balcan/1745410"},{"@type":"Person","name":"Virginia Smith","mainEntityOfPage":"/author/Virginia-Smith/145260024"},{"@type":"Person","name":"Ameet Talwalkar","mainEntityOfPage":"/author/Ameet-Talwalkar/145532827"}],"copyrightYear":"2021","datePublished":"8 June 2021","headline":"Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing","mainEntity":"https://arxiv.org/pdf/2106.04502.pdf","mainEntityOfPage":"/paper/Federated-Hyperparameter-Tuning%3A-Challenges%2C-and-to-Khodak-Tu/39dc3b78ca88ce661a669fbbe331c589bceadb6a","name":"Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing","publication":"","publisher":{"@type":"Organization","name":"Neural Information Processing Systems"},"image":[{"@type":"ImageObject","caption":"Figure 1: FedEx can be applied to any local training-based FL method, e.g. FedAvg, by interleaving standard updates to model weights (computed by aggregating results of local training) with exponentiated gradient updates to hyperparameters (computed by aggregating results of local validation).","contentUrl":"https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/2-Figure1-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/39dc3b78ca88ce661a669fbbe331c589bceadb6a/2-Figure1-1.png","height":97,"width":350},{"@type":"ImageObject","caption":"Table 1: Final test error obtained when tuning using a standard hyperparameter tuning algorithm (SHA or RS) alone, or when using it for server (aggregation) hyperparameters while FedEx tunes client (on-device training) hyperparameters. The target model is the one used to compute on-device validation error by the wrapper method, as well as the one used to compute test error after tuning. Note that this table reports the final error results corresponding to the online evaluations reported in Figure 4, which measure performance as more of the computational budget is expended.","contentUrl":"https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/9-Table1-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/39dc3b78ca88ce661a669fbbe331c589bceadb6a/9-Table1-1.png","height":150,"width":546},{"@type":"ImageObject","caption":"Figure 2: Tuning FL with SHA but making elimination decisions based on validation estimates using different discount factors. On both FEMNIST (top) and CIFAR (bottom) using more of the validation data does not improve upon just using the most recent round’s validation error.","contentUrl":"https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/4-Figure2-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/39dc3b78ca88ce661a669fbbe331c589bceadb6a/4-Figure2-1.png","height":220,"width":132},{"@type":"ImageObject","caption":"Table 2: Final test error obtained when tuning using a standard hyperparameter tuning algorithm (SHA or RS) alone, or when using it for server (aggregation) hyperparameters while FedEx tunes client (on-device training) hyperparameters. The target model is the one used to compute on-device validation error by the wrapper method, as well as the one used to compute test error after tuning. The confidence intervals displayed are 90% Student-t confidence intervals for the mean estimates from Table 1, with 5 independent trials for Shakespeare, 10 for FEMNIST, 10 for RS on CIFAR, and 6 for SHA on CIFAR.","contentUrl":"https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/18-Table2-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/39dc3b78ca88ce661a669fbbe331c589bceadb6a/18-Table2-1.png","height":151,"width":544},{"@type":"ImageObject","caption":"Figure 3: Comparison of the range of performance values attained using different perturbation settings. Although the range is much smaller for = 0.1 than for = 1.0 (the latter is the entire space), it still covers a large (roughly 10-20%) range of different performance levels on both FEMNIST (left) and CIFAR (right).","contentUrl":"https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/7-Figure3-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/39dc3b78ca88ce661a669fbbe331c589bceadb6a/7-Figure3-1.png","height":271,"width":554},{"@type":"ImageObject","caption":"Figure 4: Online evaluation of FedEx on the Shakespeare next-character prediction dataset (left), the FEMNIST image classification dataset (middle), and the CIFAR-10 image classification dataset (right) in the fully non-i.i.d. setting (except CIFAR-10). We report global model performance on the top and personalized performance on the bottom. All evaluations are run for three trials.","contentUrl":"https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/10-Figure4-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/39dc3b78ca88ce661a669fbbe331c589bceadb6a/10-Figure4-1.png","height":260,"width":522},{"@type":"ImageObject","caption":"Figure 5: Comparison of different ε settings for the local perturbation component of FedEx from Section 3.","contentUrl":"https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/19-Figure5-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/39dc3b78ca88ce661a669fbbe331c589bceadb6a/19-Figure5-1.png","height":166,"width":240},{"@type":"ImageObject","caption":"Figure 6: Comparison of step-size schedules for ηt in FedEx. In practice we chose the ‘aggressive’ schedule, which exhibits faster convergence to favorable configurations.","contentUrl":"https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/19-Figure6-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/39dc3b78ca88ce661a669fbbe331c589bceadb6a/19-Figure6-1.png","height":179,"width":230}]}]]}</script> </head> <body class=""> <style data-styled="" data-styled-version="4.4.1"></style> <style>#app { display: none; }</style> <div id="app" class=""><div class="app-page HACK__is-desktop paper"><div class="app-page__header"><div><a href="#search-form" class="screen-reader-only">Skip to search form</a><a href="#main-content" class="screen-reader-only">Skip to main content</a><a href="#account-menu" class="screen-reader-only">Skip to account menu</a><header class="header has-search header--light flex-row-vcenter" role="banner"><a class="s2-logo-container" aria-label="Homepage" href="/"><svg viewBox="0 0 552.2 100" aria-labelledby="s2-logo-full-title s2-logo-full-desc" role="img" class="logo logo--logo-full"><title id="s2-logo-full-title">Semantic Scholar</title><desc id="s2-logo-full-desc">Semantic Scholar's Logo</desc><g class="logo__wordmark"><path d="M174,40.5c-0.1,0.2-0.3,0.4-0.4,0.5c-0.1,0.1-0.3,0.2-0.6,0.2c-0.2,0-0.5-0.1-0.8-0.3 c-0.3-0.2-0.7-0.5-1.2-0.7c-0.5-0.3-1-0.5-1.7-0.7c-0.6-0.2-1.4-0.3-2.3-0.3c-0.8,0-1.6,0.1-2.2,0.3c-0.6,0.2-1.2,0.5-1.6,0.9 c-0.4,0.4-0.8,0.8-1,1.4c-0.2,0.5-0.3,1.1-0.3,1.7c0,0.8,0.2,1.4,0.6,1.9c0.4,0.5,0.9,0.9,1.6,1.3c0.6,0.4,1.4,0.7,2.2,0.9 c0.8,0.3,1.7,0.5,2.5,0.8c0.9,0.3,1.7,0.6,2.5,1c0.8,0.4,1.6,0.9,2.2,1.4c0.6,0.6,1.2,1.3,1.6,2.1c0.4,0.8,0.6,1.8,0.6,3 c0,1.3-0.2,2.5-0.7,3.6c-0.4,1.1-1.1,2.1-1.9,2.9c-0.8,0.8-1.9,1.5-3.1,2c-1.2,0.5-2.6,0.7-4.1,0.7c-0.9,0-1.8-0.1-2.7-0.3 c-0.9-0.2-1.7-0.4-2.5-0.8c-0.8-0.3-1.5-0.7-2.2-1.2c-0.7-0.5-1.3-1-1.8-1.6l1.2-2.1c0.1-0.2,0.3-0.3,0.4-0.4 c0.2-0.1,0.4-0.2,0.6-0.2c0.3,0,0.6,0.1,1,0.4c0.4,0.3,0.8,0.6,1.4,1s1.2,0.7,2,1c0.8,0.3,1.7,0.4,2.8,0.4c0.9,0,1.7-0.1,2.4-0.4 c0.7-0.2,1.3-0.6,1.8-1c0.5-0.4,0.8-1,1.1-1.6c0.3-0.6,0.4-1.3,0.4-2.1c0-0.8-0.2-1.5-0.6-2.1c-0.4-0.5-0.9-1-1.6-1.4 c-0.6-0.4-1.4-0.7-2.2-0.9c-0.8-0.3-1.7-0.5-2.5-0.8c-0.9-0.3-1.7-0.6-2.5-1c-0.8-0.4-1.6-0.8-2.2-1.4c-0.6-0.6-1.2-1.3-1.6-2.2 c-0.4-0.9-0.6-2-0.6-3.3c0-1,0.2-2,0.6-3c0.4-1,1-1.8,1.8-2.6c0.8-0.7,1.7-1.3,2.9-1.8c1.1-0.5,2.4-0.7,3.9-0.7 c1.6,0,3.1,0.3,4.5,0.8c1.4,0.5,2.5,1.3,3.6,2.2L174,40.5z"></path><path d="M198.2,61.2l0,3.5h-17.9V35.7h17.9v3.5h-13.6v9.2h11v3.4h-11v9.4H198.2z"></path><path d="M232.7,35.7v28.9H229V44.1c0-0.3,0-0.6,0-1s0-0.7,0.1-1.1l-9.6,17.7c-0.3,0.7-0.9,1-1.6,1h-0.6 c-0.7,0-1.2-0.3-1.5-1L206,42c0.1,0.8,0.1,1.5,0.1,2.1v20.6h-3.8V35.7h3.2c0.4,0,0.7,0,0.9,0.1s0.4,0.3,0.6,0.6l9.7,17.3 c0.2,0.3,0.4,0.7,0.5,1.1c0.2,0.4,0.3,0.8,0.5,1.2c0.3-0.8,0.6-1.6,1-2.3l9.5-17.3c0.2-0.3,0.4-0.5,0.6-0.6s0.5-0.1,0.9-0.1H232.7 z"></path><path d="M263.3,64.7H260c-0.4,0-0.7-0.1-0.9-0.3c-0.2-0.2-0.4-0.4-0.5-0.7l-2.6-6.7h-12.8l-2.6,6.7 c-0.1,0.3-0.3,0.5-0.5,0.7c-0.3,0.2-0.6,0.3-0.9,0.3h-3.3l11.5-28.9h4.3L263.3,64.7z M254.8,53.9l-4.3-11.2 c-0.3-0.8-0.6-1.7-0.9-2.9c-0.1,0.6-0.3,1.1-0.5,1.6c-0.2,0.5-0.3,0.9-0.5,1.3l-4.3,11.2H254.8z"></path><path d="M290.1,35.7v28.9h-2.2c-0.3,0-0.6-0.1-0.8-0.2c-0.2-0.1-0.4-0.3-0.7-0.6l-16.3-21.1c0,0.4,0.1,0.7,0.1,1.1 c0,0.4,0,0.7,0,1v19.8h-3.8V35.7h2.2c0.4,0,0.7,0,0.8,0.1c0.2,0.1,0.4,0.3,0.6,0.6l16.4,21.2c0-0.4-0.1-0.8-0.1-1.1 c0-0.4,0-0.7,0-1V35.7H290.1z"></path><path d="M316.2,39.3H307v25.3h-4.3V39.3h-9.2v-3.6h22.7V39.3z"></path><path d="M323.9,64.7h-4.3V35.7h4.3V64.7z"></path><path d="M350.8,58.5c0.2,0,0.4,0.1,0.6,0.3l1.7,1.9c-1.2,1.4-2.6,2.5-4.3,3.2c-1.7,0.8-3.7,1.1-6.1,1.1 c-2.1,0-4-0.4-5.7-1.1c-1.7-0.7-3.1-1.7-4.4-3c-1.2-1.3-2.1-2.9-2.8-4.7c-0.7-1.8-1-3.8-1-6c0-2.2,0.3-4.2,1-6 c0.7-1.8,1.7-3.4,2.9-4.7c1.2-1.3,2.7-2.3,4.5-3c1.7-0.7,3.7-1.1,5.8-1.1c2.1,0,3.9,0.3,5.5,1c1.6,0.7,3,1.6,4.2,2.7l-1.4,2 c-0.1,0.1-0.2,0.3-0.4,0.4c-0.1,0.1-0.3,0.1-0.6,0.1c-0.3,0-0.6-0.1-0.9-0.4c-0.3-0.3-0.8-0.5-1.4-0.9c-0.6-0.3-1.2-0.6-2.1-0.9 c-0.8-0.3-1.8-0.4-3.1-0.4c-1.4,0-2.8,0.3-3.9,0.8c-1.2,0.5-2.2,1.2-3.1,2.2c-0.9,0.9-1.5,2.1-2,3.5c-0.5,1.4-0.7,2.9-0.7,4.7 c0,1.8,0.2,3.3,0.7,4.7c0.5,1.4,1.2,2.5,2.1,3.5c0.9,1,1.9,1.7,3.1,2.2c1.2,0.5,2.5,0.7,3.8,0.7c0.8,0,1.6-0.1,2.2-0.2 c0.7-0.1,1.3-0.3,1.8-0.5c0.6-0.2,1.1-0.5,1.6-0.8c0.5-0.3,1-0.7,1.5-1.1c0.1-0.1,0.2-0.2,0.3-0.2 C350.5,58.5,350.6,58.5,350.8,58.5z"></path><path d="M383.2,41.3c-0.2,0.3-0.4,0.6-0.6,0.7c-0.2,0.2-0.5,0.2-0.9,0.2c-0.3,0-0.6-0.1-1-0.3 c-0.4-0.2-0.8-0.4-1.2-0.7c-0.5-0.2-1-0.5-1.5-0.7c-0.6-0.2-1.2-0.3-2-0.3c-1.3,0-2.2,0.3-2.9,0.8c-0.6,0.5-0.9,1.3-0.9,2.2 c0,0.6,0.2,1.1,0.6,1.5c0.4,0.4,0.9,0.7,1.5,1c0.6,0.3,1.3,0.5,2.1,0.8c0.8,0.2,1.6,0.5,2.4,0.8c0.8,0.3,1.6,0.6,2.4,1 c0.8,0.4,1.5,0.9,2.1,1.5c0.6,0.6,1.1,1.3,1.5,2.2c0.4,0.9,0.6,1.9,0.6,3.1c0,1.4-0.2,2.6-0.7,3.8c-0.5,1.2-1.2,2.2-2,3.1 c-0.9,0.9-2,1.6-3.3,2.1c-1.3,0.5-2.8,0.8-4.5,0.8c-0.9,0-1.8-0.1-2.8-0.3c-0.9-0.2-1.9-0.5-2.7-0.8c-0.9-0.3-1.7-0.7-2.5-1.2 c-0.8-0.5-1.5-1-2-1.6l2-3.2c0.2-0.2,0.4-0.4,0.6-0.6c0.3-0.2,0.5-0.2,0.9-0.2c0.4,0,0.8,0.1,1.2,0.4c0.4,0.3,0.9,0.5,1.4,0.8 c0.5,0.3,1.1,0.6,1.8,0.8c0.7,0.3,1.5,0.4,2.4,0.4c1.2,0,2.2-0.3,2.9-0.8c0.7-0.5,1-1.4,1-2.6c0-0.7-0.2-1.2-0.6-1.7 c-0.4-0.4-0.9-0.8-1.5-1.1s-1.3-0.5-2.1-0.7c-0.8-0.2-1.6-0.5-2.4-0.7c-0.8-0.3-1.6-0.6-2.4-1c-0.8-0.4-1.5-0.9-2.1-1.5 c-0.6-0.6-1.1-1.4-1.5-2.3c-0.4-0.9-0.6-2.1-0.6-3.5c0-1.1,0.2-2.2,0.7-3.2c0.4-1,1.1-2,2-2.8c0.9-0.8,1.9-1.5,3.2-2 c1.2-0.5,2.7-0.7,4.3-0.7c0.9,0,1.8,0.1,2.6,0.2c0.9,0.1,1.7,0.3,2.4,0.6c0.8,0.3,1.5,0.6,2.1,1c0.7,0.4,1.3,0.8,1.8,1.3 L383.2,41.3z"></path><path d="M408.6,57.1c0.2,0,0.3,0,0.5,0.1c0.2,0.1,0.3,0.2,0.5,0.3l2.7,2.8c-1.2,1.5-2.7,2.7-4.4,3.5 c-1.8,0.8-3.9,1.2-6.3,1.2c-2.2,0-4.2-0.4-6-1.1c-1.8-0.8-3.3-1.8-4.5-3.1c-1.2-1.3-2.2-2.9-2.8-4.8c-0.7-1.8-1-3.8-1-6 c0-2.2,0.4-4.2,1.1-6c0.7-1.8,1.7-3.4,3-4.7c1.3-1.3,2.8-2.4,4.6-3.1c1.8-0.7,3.8-1.1,5.9-1.1c1.1,0,2.1,0.1,3.1,0.3 c1,0.2,1.9,0.5,2.7,0.8c0.8,0.3,1.6,0.8,2.3,1.2c0.7,0.5,1.3,1,1.9,1.6l-2.3,3.1c-0.1,0.2-0.3,0.4-0.5,0.5 c-0.2,0.2-0.5,0.2-0.8,0.2c-0.2,0-0.5-0.1-0.7-0.2c-0.2-0.1-0.4-0.2-0.7-0.4c-0.2-0.2-0.5-0.3-0.8-0.5c-0.3-0.2-0.6-0.3-1-0.5 c-0.4-0.2-0.9-0.3-1.4-0.4c-0.5-0.1-1.2-0.2-1.9-0.2c-1.1,0-2.2,0.2-3.1,0.6c-0.9,0.4-1.7,1-2.4,1.8c-0.7,0.8-1.2,1.8-1.6,2.9 c-0.4,1.2-0.6,2.5-0.6,4c0,1.5,0.2,2.8,0.6,4c0.4,1.2,1,2.2,1.7,3c0.7,0.8,1.5,1.4,2.5,1.8c0.9,0.4,1.9,0.6,3,0.6 c0.6,0,1.2,0,1.7-0.1c0.5-0.1,1-0.2,1.4-0.3c0.4-0.1,0.9-0.3,1.2-0.6c0.4-0.2,0.8-0.5,1.2-0.9c0.2-0.1,0.3-0.2,0.5-0.3 C408.2,57.1,408.4,57.1,408.6,57.1z"></path><path d="M440.2,35.3v29.4h-6.9V52.3h-11.9v12.4h-6.9V35.3h6.9v12.3h11.9V35.3H440.2z"></path><path d="M474.3,50c0,2.1-0.4,4.1-1.1,5.9c-0.7,1.8-1.8,3.4-3.1,4.8c-1.3,1.3-2.9,2.4-4.8,3.2c-1.9,0.8-4,1.1-6.2,1.1 c-2.3,0-4.4-0.4-6.2-1.1s-3.5-1.8-4.8-3.2c-1.3-1.4-2.4-2.9-3.1-4.8c-0.7-1.8-1.1-3.8-1.1-5.9c0-2.1,0.4-4.1,1.1-5.9 c0.7-1.8,1.8-3.4,3.1-4.8c1.3-1.3,2.9-2.4,4.8-3.2s4-1.1,6.2-1.1c2.3,0,4.4,0.4,6.2,1.2c1.9,0.8,3.5,1.8,4.8,3.2 c1.3,1.3,2.4,2.9,3.1,4.8C474,45.9,474.3,47.9,474.3,50z M467.4,50c0-1.5-0.2-2.8-0.6-3.9c-0.4-1.2-0.9-2.1-1.6-3 c-0.7-0.8-1.6-1.4-2.6-1.9c-1-0.4-2.2-0.6-3.5-0.6c-1.3,0-2.5,0.2-3.5,0.6c-1,0.4-1.9,1-2.6,1.9c-0.7,0.8-1.2,1.8-1.6,3 s-0.6,2.5-0.6,3.9c0,1.5,0.2,2.8,0.6,3.9s0.9,2.1,1.6,3c0.7,0.8,1.6,1.4,2.6,1.8c1,0.4,2.2,0.6,3.5,0.6c1.3,0,2.5-0.2,3.5-0.6 c1-0.4,1.9-1,2.6-1.8c0.7-0.8,1.2-1.8,1.6-3C467.2,52.8,467.4,51.5,467.4,50z"></path><path d="M495.7,59.2v5.4H478V35.3h6.8v23.9H495.7z"></path><path d="M526.3,64.7H521c-0.6,0-1.1-0.1-1.4-0.4c-0.4-0.3-0.6-0.6-0.8-1.1l-1.7-5.1h-11.2l-1.7,5.1 c-0.1,0.4-0.4,0.7-0.8,1c-0.4,0.3-0.9,0.5-1.4,0.5h-5.3l11.4-29.4h7L526.3,64.7z M515.5,53.5l-2.7-8c-0.2-0.5-0.4-1.1-0.6-1.8 c-0.2-0.7-0.5-1.4-0.7-2.2c-0.2,0.8-0.4,1.6-0.6,2.3c-0.2,0.7-0.4,1.3-0.6,1.8l-2.7,8H515.5z"></path><path d="M552.2,64.7h-6.2c-1.1,0-2-0.4-2.5-1.3l-4.9-8.5c-0.2-0.4-0.5-0.6-0.8-0.8c-0.3-0.2-0.7-0.3-1.2-0.3H535v10.9 h-6.8V35.3h9.6c2.1,0,3.9,0.2,5.4,0.7c1.5,0.4,2.7,1,3.7,1.8s1.6,1.7,2.1,2.8c0.4,1.1,0.6,2.2,0.6,3.5c0,1-0.1,1.9-0.4,2.7 c-0.3,0.8-0.6,1.6-1.1,2.3c-0.5,0.7-1.1,1.4-1.8,1.9c-0.7,0.6-1.6,1-2.5,1.4c0.4,0.2,0.9,0.5,1.2,0.9c0.4,0.3,0.7,0.7,1,1.2 L552.2,64.7z M537.8,49.1c0.9,0,1.7-0.1,2.4-0.4c0.7-0.2,1.2-0.6,1.6-1c0.4-0.4,0.7-0.9,0.9-1.5c0.2-0.6,0.3-1.2,0.3-1.8 c0-1.3-0.4-2.3-1.3-3c-0.8-0.7-2.1-1.1-3.9-1.1H535v8.7H537.8z"></path></g><g class="logo__mark"><path class="logo__checkmark" d="M138.7,30.4c-4.9,3.1-8.3,4.8-12.4,7.2c-24,14.5-47.1,30.6-65,51.9L52.7,100L26.3,58 c5.9,4.7,20.6,17.9,26.6,20.8l19.4-14.6C85.8,54.7,124,34,138.7,30.4z"></path><path class="logo__paper-one" d="M46.5,68.5c2,1.6,4,3.1,5.6,4.3c4.4-21.2,0.7-44-10.9-63.8c19.5-0.3,38.9-0.5,58.4-0.8 c4.4,9.7,6.9,20,7.5,30.6c1.7-0.9,3.4-1.7,5.1-2.5c-0.6-10.8-3.7-22.6-9.6-36.2C76,0,49.5,0,22.9,0C40.2,20.5,48.1,45.3,46.5,68.5 z"></path><path class="logo__paper-two" d="M42.9,65.7c0.5,0.5,1.1,0.9,1.6,1.3c-0.8-19.7-8.2-39.8-22.1-57.1c-4.1,0-8.3,0-12.4,0 C27.9,26.4,38.8,46.3,42.9,65.7z"></path><path class="logo__paper-three" d="M38.6,61.9c0.6,0.5,1.2,1,1.9,1.6c-5.2-14.6-14.4-29-27.4-41.6c-4.4,0-8.7,0-13.1,0 C16.7,33.9,29.6,47.8,38.6,61.9z"></path></g></svg></a><form class="search-bar v2-search-bar" id="search-form" role="search" autoComplete="off" action="/search"><div class="flex-row-vcenter input-container"><div class="flex-row-vcenter input-bg"><label for="q" class="search-input__label">Search 222,812,163 papers from all fields of science</label><input type="search" name="q" aria-label="Search text" class="legacy__input input form-input search-bar__input" value=""/><button disabled="" aria-label="Submit" aria-disabled="true" data-test-id="search__form-submit" class="form-submit form-submit__icon-text"><div class="flex-row-vcenter"><span class="form-submit-label">Search</span><svg aria-hidden="true" width="13" height="13" alt="" class="icon-svg icon-search-small" data-test-id="icon-search-small"><use xlink:href="#search-small"></use></svg></div></button></div></div></form><div class="header-right flex-right flex-row-vcenter"><nav class="account-menu" id="account-menu"><div class="account-menu__signed-out account-menu__show-sign-up"><button aria-label="Sign In" data-test-id="reading-list-sign-in" data-heap-id="sign_in_modal_button" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-secondary cl-button--density-default button button--secondary account-menu__sign-in-button"><span class="cl-button__label">Sign In</span></button><button aria-label="Create Free Account" data-test-id="reading-list-sign-in" data-heap-id="sign_up_modal_button" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-primary cl-button--density-default button button--primary account-menu__sign-up-button"><span class="cl-button__label">Create Free Account</span></button></div></nav><iframe id="cognito-signout-iframe" class="cognito-signout__iframe" title="Intentionally blank" aria-hidden="true" tabindex="-1"></iframe></div></header><div class="network-status network-status--is-online"></div></div></div><div class="app-page__content"><div class="fresh-paper-detail-page paper-detail-cards" role="main" id="main-content" data-heap-id="new_ab_framework_mock_ab" data-heap-group="control"><div class="fresh-paper-detail-page__above-the-fold"><div class="centered-max-width-content"><div class="flex-container flex-row flex-column-med flex-relative-pos fresh-paper-detail-page__top-container"><div class="flex-item flex-item--width-66 flex-item__left-column"><div class="fresh-paper-detail-page__header" data-test-id="paper-detail-page-header"><ul class="paper-meta paper-detail__paper-meta-top" data-test-id="paper-meta-subhead"><li data-test-id="corpus-id">Corpus ID: 235367988</li></ul><h1 data-test-id="paper-detail-title">Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing</h1><pre class="bibtex-citation" data-nosnippet="true">@inproceedings{Khodak2021FederatedHT, title={Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing}, author={Mikhail Khodak and Renbo Tu and Tian Li and Liam Li and Maria-Florina Balcan and Virginia Smith and Ameet Talwalkar}, booktitle={Neural Information Processing Systems}, year={2021}, url={https://api.semanticscholar.org/CorpusID:235367988} }</pre><ul class="flex-row-vcenter paper-meta"><li class="paper-meta-item"><span class="paper-meta" data-test-id="paper-meta-subhead"><span class="author-list"><span data-heap-id="heap_author_list_item" data-heap-author-id="10398264" data-test-id="author-list"><a class="author-list__link author-list__author-name" href="/author/M.-Khodak/10398264"><span class=""><span>M. Khodak</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="41021281" data-test-id="author-list"><span aria-hidden="true">, </span><a class="author-list__link author-list__author-name" href="/author/Renbo-Tu/41021281"><span class=""><span>Renbo Tu</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="145532827" data-test-id="author-list"><span aria-hidden="true">, </span><span><button data-test-id="author-list-expand" aria-expanded="false" aria-label="Show 4 more authors" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default more-authors-label"><span class="cl-button__label">+4 authors</span></button> </span><a class="author-list__link author-list__author-name" href="/author/Ameet-Talwalkar/145532827"><span class=""><span>Ameet Talwalkar</span></span></a></span></span></span></li><li class="paper-meta-item"><span data-test-id="year-and-venue">Published in <span data-test-id="venue-metadata"><span><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-test-id="normalized-venue-link" data-heap-id="venue_serp_link_click" href="/venue?name=Neural%20Information%20Processing%20Systems"><span class="" data-test-id="venue-metadata"><span>Neural Information Processing…</span></span></a></span></span> <span data-test-id="paper-year"><span class=""><span>8 June 2021</span></span></span></span></li><li class="paper-meta-item">Computer Science</li></ul><div class="tldr-abstract-replacement text-truncator paper-detail-page__tldr-abstract"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>A new method is introduced, FedEx, to accelerate federated hyperparameter tuning that is applicable to widely-used federated optimization methods such as FedAvg and recent variants and correctly tunes the on-device learning rate in the setting of online convex optimization across devices.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="flex-container flex-wrap flex-paper-actions__group"><div class="flex-item alternate-sources"><div class="flex-container flex-paper-actions__item-container reader__container"><a class="link-button--no-underline" aria-describedby="semantic-reader-tooltip" data-test-id="reader-button" href="/reader/39dc3b78ca88ce661a669fbbe331c589bceadb6a"><a class="icon-button reader__button reader__button--primary" data-test-id="reader-button" data-heap-id="reader_button"><span class="flex-row-centered"><svg aria-hidden="true" height="100%" width="100%" class="reader__button-icon icon-svg icon-semantic-reader" alt="" data-test-id="icon-semantic-reader"><use xlink:href="#semantic-reader"></use></svg><span class="icon-button-text">[PDF] Semantic Reader</span></span></a></a><div class="alternate-sources__dropdown-wrapper"><div class="flex-item alternate-sources__dropdown"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left reader__dropdown"><div class="cl-dropdown__button"><button aria-label="More paper links" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--no-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default cl-dropdown-button reader__dropdown-button"><span class="cl-button__arrow"><svg aria-hidden="true" height="12" width="12" class="cl-dropdown-button__dropdown-arrow icon-svg icon-disclosure" alt="" data-test-id="icon-disclosure"><use xlink:href="#disclosure"></use></svg></span></button></div><div class="cl-dropdown__popover"></div></div></div></div></div></div><div class="flex-item"><div class="flex-container flex-paper-actions__item-container"><div class="flex-item"><button class="icon-button flex-paper-actions__button flex-paper-actions__button--responsive-secondary" data-test-id="paper-action-save" data-heap-id="pdp_actions_save"><span class="flex-row-centered"><svg aria-hidden="true" width="11" height="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg><span class="icon-button-text">Save to Library</span><span class="icon-button-responsive-text">Save</span></span></button></div><div class="flex-item"><button class="icon-button flex-paper-actions__button flex-paper-actions__button--responsive-secondary" data-test-id="create-alert-button" data-heap-id="pdp_actions_alert"><span class="flex-row-centered"><svg aria-hidden="true" width="12" height="12" alt="" class="icon-svg icon-fa-bell" data-test-id="icon-fa-bell"><use xlink:href="#fa-bell"></use></svg><span class="icon-button-text">Create Alert</span><span class="icon-button-responsive-text">Alert</span></span></button></div><div class="flex-item flex-paper-actions__item--hidden-when-narrow"><button class="icon-button cite-button flex-paper-actions__button flex-paper-actions__button--responsive-secondary" data-test-id="cite-link" data-heap-id="pdp_actions_cite" target="_blank"><span class="flex-row-centered"><svg aria-hidden="true" width="11" height="11" alt="" class="icon-svg icon-fa-quote" data-test-id="icon-fa-quote"><use xlink:href="#fa-quote"></use></svg><span class="icon-button-text">Cite</span></span></button></div></div></div></div></div></div><div class="flex-item flex-item--width-33 flex-item__right-column"><button data-heap-id="share_link" aria-label="Copy a shareable link to your clipboard" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button share-link-button paper-detail-page__share-social-options"><span class="cl-button__icon"><svg aria-hidden="true" alt="" class="icon-svg icon-fa-link" data-test-id="icon-fa-link"><use xlink:href="#fa-link"></use></svg></span><span class="cl-button__label">Share</span></button><div class="scorecard"><div class="scorecard_container"><div class="flex-item scorecard__item"><div class="scorecard__stat scorecard__citation-intent" data-heap-id="pdp_scorecard_item" data-heap-type="citation-intent" data-test-id="scorecard-citation-intent"><div class="scorecard-stat__body" data-test-id="scorecard-body"><span class="scorecard-stat__headline"><span class="scorecard-stat__headline__dark">70 Citations</span></span><div class="scorecard__description"><div class="scorecard-citation__metadata"><div class="scorecard-citation__metadata__stat"><a href="#citing-papers"><div class="scorecard-citation__key-title">Highly Influential Citations</div></a><span><a href="/faq#influential-citations" class="" aria-label="Learn more about highly influenced citations"><svg aria-hidden="true" class="scorecard-citation__influential-citations-info icon-svg icon-information" alt="" data-test-id="icon-information"><use xlink:href="#information"></use></svg></a></span></div><div class="scorecard-citation__metadata-item">13</div></div><div class="scorecard-citation"><div class="scorecard-citation__metadata"><div class="scorecard-citation__metadata__stat"><a href="#citing-papers"><div class="scorecard-citation__title">Background Citations</div></a><span></span></div><div class="scorecard-citation__metadata-item">40</div></div><div class="scorecard-citation__metadata"><div class="scorecard-citation__metadata__stat"><a href="#citing-papers"><div class="scorecard-citation__title"> Methods Citations</div></a><span></span></div><div class="scorecard-citation__metadata-item">29</div></div><div class="scorecard-citation__metadata"><div class="scorecard-citation__metadata__stat"><a href="#citing-papers"><div class="scorecard-citation__title"> Results Citations</div></a><span></span></div><div class="scorecard-citation__metadata-item">3</div></div></div><a class="scorecard-stat__headline__view-all" href="#citing-papers"><button data-heap-id="pdp_citing_scorecard_item" data-heap-key="view_all" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-secondary cl-button--density-default scorecard-stat__headline__view-all_btn"><span class="cl-button__label">View All</span></button></a></div></div></div></div></div></div></div></div></div></div><div class="centered-max-width-content paper-detail-page__cards"><div class="card-container"><div id="extracted" class="card card--type-default" tabindex="0"><div class="card-header"><div class="card-header-title"><h2 class="card-header-title__title">Figures and Tables from this paper</h2></div></div><div class="card-content card-content__children-own-layout"><div class="card-content-main"><div class="figure-list"><ul class="figure-list__list figure-list__list--is-capped" data-test-id="figure-list"><li class="figure-list__figure" data-test-id="figure-list-item"><a class="figure-list__figure_link" tabindex="0" href="/paper/Federated-Hyperparameter-Tuning%3A-Challenges%2C-and-to-Khodak-Tu/39dc3b78ca88ce661a669fbbe331c589bceadb6a/figure/0"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/250px/2-Figure1-1.png 1x,https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/500px/2-Figure1-1.png 2x" src="https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/2-Figure1-1.png" alt="figure 1" data-test-id="figure-thumbnail-img" loading="lazy"/></div><figcaption class="figure-list__figure-caption">figure 1</figcaption></figure></a></li><li class="figure-list__figure" data-test-id="figure-list-item"><a class="figure-list__figure_link" tabindex="0" href="/paper/Federated-Hyperparameter-Tuning%3A-Challenges%2C-and-to-Khodak-Tu/39dc3b78ca88ce661a669fbbe331c589bceadb6a/figure/1"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/250px/9-Table1-1.png 1x,https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/500px/9-Table1-1.png 2x" src="https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/9-Table1-1.png" alt="table 1" data-test-id="figure-thumbnail-img" loading="lazy"/></div><figcaption class="figure-list__figure-caption">table 1</figcaption></figure></a></li><li class="figure-list__figure" data-test-id="figure-list-item"><a class="figure-list__figure_link" tabindex="0" href="/paper/Federated-Hyperparameter-Tuning%3A-Challenges%2C-and-to-Khodak-Tu/39dc3b78ca88ce661a669fbbe331c589bceadb6a/figure/2"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/250px/4-Figure2-1.png 1x,https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/500px/4-Figure2-1.png 2x" src="https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/4-Figure2-1.png" alt="figure 2" data-test-id="figure-thumbnail-img" loading="lazy"/></div><figcaption class="figure-list__figure-caption">figure 2</figcaption></figure></a></li><li class="figure-list__figure" data-test-id="figure-list-item"><a class="figure-list__figure_link" tabindex="0" href="/paper/Federated-Hyperparameter-Tuning%3A-Challenges%2C-and-to-Khodak-Tu/39dc3b78ca88ce661a669fbbe331c589bceadb6a/figure/3"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/250px/18-Table2-1.png 1x,https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/500px/18-Table2-1.png 2x" src="https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/18-Table2-1.png" alt="table 2" data-test-id="figure-thumbnail-img" loading="lazy"/></div><figcaption class="figure-list__figure-caption">table 2</figcaption></figure></a></li><li class="figure-list__figure" data-test-id="figure-list-item"><a class="figure-list__figure_link" tabindex="0" href="/paper/Federated-Hyperparameter-Tuning%3A-Challenges%2C-and-to-Khodak-Tu/39dc3b78ca88ce661a669fbbe331c589bceadb6a/figure/4"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/250px/7-Figure3-1.png 1x,https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/500px/7-Figure3-1.png 2x" src="https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/7-Figure3-1.png" alt="figure 3" data-test-id="figure-thumbnail-img" loading="lazy"/></div><figcaption class="figure-list__figure-caption">figure 3</figcaption></figure></a></li><li class="figure-list__figure" data-test-id="figure-list-item"><a class="figure-list__figure_link" tabindex="0" href="/paper/Federated-Hyperparameter-Tuning%3A-Challenges%2C-and-to-Khodak-Tu/39dc3b78ca88ce661a669fbbe331c589bceadb6a/figure/5"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/250px/10-Figure4-1.png 1x,https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/500px/10-Figure4-1.png 2x" src="https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/10-Figure4-1.png" alt="figure 4" data-test-id="figure-thumbnail-img" loading="lazy"/></div><figcaption class="figure-list__figure-caption">figure 4</figcaption></figure></a></li><li class="figure-list__figure" data-test-id="figure-list-item"><a class="figure-list__figure_link" tabindex="0" href="/paper/Federated-Hyperparameter-Tuning%3A-Challenges%2C-and-to-Khodak-Tu/39dc3b78ca88ce661a669fbbe331c589bceadb6a/figure/6"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/250px/19-Figure5-1.png 1x,https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/500px/19-Figure5-1.png 2x" src="https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/19-Figure5-1.png" alt="figure 5" data-test-id="figure-thumbnail-img" loading="lazy"/></div><figcaption class="figure-list__figure-caption">figure 5</figcaption></figure></a></li><li class="figure-list__figure" data-test-id="figure-list-item"><a class="figure-list__figure_link" tabindex="0" href="/paper/Federated-Hyperparameter-Tuning%3A-Challenges%2C-and-to-Khodak-Tu/39dc3b78ca88ce661a669fbbe331c589bceadb6a/figure/7"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/250px/19-Figure6-1.png 1x,https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/500px/19-Figure6-1.png 2x" src="https://figures.semanticscholar.org/39dc3b78ca88ce661a669fbbe331c589bceadb6a/19-Figure6-1.png" alt="figure 6" data-test-id="figure-thumbnail-img" loading="lazy"/></div><figcaption class="figure-list__figure-caption">figure 6</figcaption></figure></a></li></ul><div class="figure-list__pagination"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default"><span class="cl-button__label">View All 8 Figures & Tables</span></button></div></div></div></div></div><div><div id="paper-topics" class="card card--type-experimental" tabindex="0"><div class="card-header card-header--hidden-border"><div class="card-header-title"><h2 class="card-header-title__title">Topics</h2></div><div class="cl-dropdown cl-dropdown--arrow-pos-top-left paper-topics__ai-generated"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-secondary cl-button--density-default cl-icon-button paper-topics__ai-generated__button"><span class="cl-button__icon"><svg aria-hidden="true" alt="" class="icon-svg icon-information" data-test-id="icon-information"><use xlink:href="#information"></use></svg></span><span class="cl-button__label">AI-Generated</span></button></div><div class="cl-dropdown__popover"></div></div></div><div class="card-content card-content__children-own-layout"><div class="card-content-main paper-topics__container"><a href="https://topics-beta.apps.semanticscholar.org/topic/52156846564?corpusId=235367988" target="_blank" rel="noopener " data-heap-id="paper_topic_link" data-heap-position="0" class="paper-topics__topic-link cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-medium" data-test-id="topic-52156846564">Task-averaged Regret<span class="screen-reader-only"> (opens in a new tab)</span></a><a href="https://topics-beta.apps.semanticscholar.org/topic/9700077320?corpusId=235367988" target="_blank" rel="noopener " data-heap-id="paper_topic_link" data-heap-position="1" class="paper-topics__topic-link cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-medium" data-test-id="topic-9700077320">Hyperparameter Tuning<span class="screen-reader-only"> (opens in a new tab)</span></a><a href="https://topics-beta.apps.semanticscholar.org/topic/34832747685?corpusId=235367988" target="_blank" rel="noopener " data-heap-id="paper_topic_link" data-heap-position="2" class="paper-topics__topic-link cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-medium" data-test-id="topic-34832747685">Weight Sharing<span class="screen-reader-only"> (opens in a new tab)</span></a><a href="https://topics-beta.apps.semanticscholar.org/topic/19470829915?corpusId=235367988" target="_blank" rel="noopener " data-heap-id="paper_topic_link" data-heap-position="3" class="paper-topics__topic-link cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-medium" data-test-id="topic-19470829915">Federated Extended MNIST<span class="screen-reader-only"> (opens in a new tab)</span></a><a href="https://topics-beta.apps.semanticscholar.org/topic/17238206165?corpusId=235367988" target="_blank" rel="noopener " data-heap-id="paper_topic_link" data-heap-position="4" class="paper-topics__topic-link cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-medium" data-test-id="topic-17238206165">Hyper-Parameter Optimization<span class="screen-reader-only"> (opens in a new tab)</span></a><a href="https://topics-beta.apps.semanticscholar.org/topic/10648387046?corpusId=235367988" target="_blank" rel="noopener " data-heap-id="paper_topic_link" data-heap-position="5" class="paper-topics__topic-link cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-medium" data-test-id="topic-10648387046">Online Convex Optimization<span class="screen-reader-only"> (opens in a new tab)</span></a><a href="https://topics-beta.apps.semanticscholar.org/topic/54980011572?corpusId=235367988" target="_blank" rel="noopener " data-heap-id="paper_topic_link" data-heap-position="6" class="paper-topics__topic-link cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-medium" data-test-id="topic-54980011572">Configuration<span class="screen-reader-only"> (opens in a new tab)</span></a><a href="https://topics-beta.apps.semanticscholar.org/topic/21695667565?corpusId=235367988" target="_blank" rel="noopener " data-heap-id="paper_topic_link" data-heap-position="7" class="paper-topics__topic-link cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-medium" data-test-id="topic-21695667565">Shakespeare<span class="screen-reader-only"> (opens in a new tab)</span></a><a href="https://topics-beta.apps.semanticscholar.org/topic/31374085662?corpusId=235367988" target="_blank" rel="noopener " data-heap-id="paper_topic_link" data-heap-position="8" class="paper-topics__topic-link cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-medium" data-test-id="topic-31374085662">Hyperparameters<span class="screen-reader-only"> (opens in a new tab)</span></a><a href="https://topics-beta.apps.semanticscholar.org/topic/46443856317?corpusId=235367988" target="_blank" rel="noopener " data-heap-id="paper_topic_link" data-heap-position="9" class="paper-topics__topic-link cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-medium" data-test-id="topic-46443856317">Federated Optimization<span class="screen-reader-only"> (opens in a new tab)</span></a></div></div></div></div><div id="citing-papers" class="card card--type-default citing-papers" tabindex="0"><div class="card-header"><div class="dropdown-filters__header dropdown-filters-breakpoints__pdp_cite"><div class="dropdown-filters__controls"><h2 class="dropdown-filters__result-count__header dropdown-filters__result-count__citations">70 Citations</h2><div class="flex-container flex-row-vcenter dropdown-filters__header__outer-flex-container"><div class="flex-container flex-row-vcenter dropdown-filters__filter-flex-container"><form id="citation-search-text-form" class="dropdown-filters__search-within-form" role="search"><div class="flex-container search-within"><input type="search" id="search-within-input" autoComplete="off" data-test-id="search-within-input" class="cl-text-input dropdown-filters__search-within-input" name="cite_q" placeholder="Search authors, publications, venues, fields of study" value=""/><button aria-label="Submit" class="form-submit form-submit__icon-text" data-test-id="submit-search-within-input"><div class="flex-row-vcenter"><svg aria-hidden="true" width="14" height="14" alt="" class="icon-svg icon-search-small" data-test-id="icon-search-small"><use xlink:href="#search-small"></use></svg></div></button></div></form><div class="cl-dropdown cl-dropdown--arrow-pos-top-left search-cite-menu__dropdown"><div class="cl-dropdown__button"><button disabled="" aria-expanded="false" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default cl-dropdown-button"><span class="cl-button__label">Citation Type</span><span class="cl-button__arrow"><svg aria-hidden="true" height="12" width="12" class="cl-dropdown-button__dropdown-arrow icon-svg icon-disclosure" alt="" data-test-id="icon-disclosure"><use xlink:href="#disclosure"></use></svg></span></button></div><div class="cl-dropdown__popover"></div></div><div class="flex-item fresh-filters__filter_container toggle unselected"><button aria-pressed="false" class="button button--secondary is-disabled" disabled="" data-test-id="pdf-available-filter-button" data-heap-id="pdf_available_filter_button">Has PDF</button></div><div class="cl-dropdown cl-dropdown--arrow-pos-top-left dropdown-filters__author"><div class="cl-dropdown__button"><button disabled="" aria-expanded="false" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default cl-dropdown-button"><span class="cl-button__label">Author</span><span class="cl-button__arrow"><svg aria-hidden="true" height="12" width="12" class="cl-dropdown-button__dropdown-arrow icon-svg icon-disclosure" alt="" data-test-id="icon-disclosure"><use xlink:href="#disclosure"></use></svg></span></button></div><div class="cl-dropdown__popover"></div></div><div class="dropdown-filters__modal-button flex-item"><button disabled="" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-secondary cl-button--density-default dropdown-filters__some_filters"><span class="cl-button__label">More Filters</span></button></div><div class="dropdown-filters__modal-button flex-item"><button disabled="" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-secondary cl-button--density-default dropdown-filters__more_filters"><span class="cl-button__label">More Filters</span></button></div><div class="dropdown-filters__modal-button"><button disabled="" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-secondary cl-button--density-default dropdown-filters__mobile_filters"><span class="cl-button__label">Filters</span></button></div></div><div class="dropdown-filters__sort-control search-sort flex-row-vcenter"><select class="legacy__select search-sort-select" data-heap-id="sort_select" data-test-id="sort-select"><option selected="" value="relevance" data-test-id="sort-by-relevance">Sort by Relevance</option><option value="is-influential" data-test-id="sort-by-is-influential">Sort by Most Influenced Papers</option><option value="total-citations" data-test-id="sort-by-total-citations">Sort by Citation Count</option><option value="pub-date" data-test-id="sort-by-pub-date">Sort by Recency</option></select><svg aria-hidden="true" height="12" width="12" class="dropdown-arrow-icon icon-svg icon-disclosure" alt="" data-test-id="icon-disclosure"><use xlink:href="#disclosure"></use></svg></div></div></div></div></div><div class="card-content"><div class="paper-detail-content-card result-page" data-test-id="cited-by"><div class="citation-list__citations"><div class="cl-paper-row citation-list__paper-row" data-paper-id="9308a5afdab9093d32c078deac2a40b2797a253d"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="9308a5afdab9093d32c078deac2a40b2797a253d" data-heap-citation-type="citingPapers" data-heap-has-intents="false" data-test-id="citation-paper-title" href="/paper/Federated-Hypergradient-Descent-Kan/9308a5afdab9093d32c078deac2a40b2797a253d"><h3 id="paper-9308a5afdab9093d32c078deac2a40b2797a253d" class="cl-paper-title" tabindex="" aria-describedby="">Federated Hypergradient Descent</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="2063962467" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/A.-K.-Kan/2063962467"><span class=""><span>A. K. Kan</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-heap-id="paper-meta-venue" href="/venue?name=ArXiv">ArXiv</a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2022</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>This work proposes FATHOM (Federated AuTomatic Hyperparameter OptiMization), a one-shot online procedure that solves the bottleneck of costly communication and limited local computation, by eliminating a potentially wasteful tuning process, and by optimizing the hyperparamters adaptively throughout the training procedure without trial-and-error.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="3 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/9308a5afdab9093d32c078deac2a40b2797a253d#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stat__with-border"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg>3</div></a></li><a target="_blank" class="cl-paper-action__reader-link link-button--no-underline link-button--in-new-tab" aria-describedby="cl-paper-reader-button-tooltip" data-test-id="cl-paper-reader-button" aria-label="Semantic Reader, an AI-powered PDF reader" href="/reader/9308a5afdab9093d32c078deac2a40b2797a253d"><a class="icon-button cl-paper-action__reader-button cl-paper-action__reader-button--square-corner" data-test-id="cl-paper-reader-button" data-heap-id="reader_button_paper_row"><span class="flex-row-centered"><svg aria-hidden="true" height="14" width="14" class="cl-paper-action__reader-button-icon icon-svg icon-semantic-reader" alt="" data-test-id="icon-semantic-reader"><use xlink:href="#semantic-reader"></use></svg><span class="icon-button-text">[PDF]</span></span></a></a></ul></div><div class="cl-paper-controls__actions"><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="6a52182f4e103870290a13baf476d90e5ee9322a"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="6a52182f4e103870290a13baf476d90e5ee9322a" data-heap-citation-type="citingPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/On-Noisy-Evaluation-in-Federated-Hyperparameter-Kuo-Thaker/6a52182f4e103870290a13baf476d90e5ee9322a"><h3 id="paper-6a52182f4e103870290a13baf476d90e5ee9322a" class="cl-paper-title" tabindex="" aria-describedby="">On Noisy Evaluation in Federated Hyperparameter Tuning</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="2060761330" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Kevin-Kuo/2060761330"><span class=""><span>Kevin Kuo</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="15810130" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Pratiksha-Thaker/15810130"><span class=""><span>Pratiksha Thaker</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="145260024" data-test-id="author-list"><span><button data-test-id="author-list-expand" aria-expanded="false" aria-label="Show 4 more authors" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default cl-paper-authors__toggle cl-paper-authors__toggle__with-background"><span class="cl-button__label">+4 authors</span></button> </span><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Virginia-Smith/145260024"><span class=""><span>Virginia Smith</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-heap-id="paper-meta-venue" href="/venue?name=MLSys">MLSys</a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2023</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>This work identifies and rigorously explores key sources of noise, including client subsampling, data and systems heterogeneity, and data privacy, and proposes a simple and effective approach that leverages public proxy data to boost the evaluation signal.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="5 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/6a52182f4e103870290a13baf476d90e5ee9322a#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stat__with-border"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg>5</div></a></li><li aria-label="Highly Influenced" class="cl-paper-stats__item"><div class="cl-paper-stat cl-paper-stat__collapsable cl-paper-flags__highly-influenced__container cl-paper-stats__badge-hover cl-paper-stats__badge-with-border" data-heap-id="citation_box" data-heap-paper-id="6a52182f4e103870290a13baf476d90e5ee9322a" data-heap-type="highlyInfluenced" data-heap-citation-type="citingPapers" data-test-id="highlyInfluenced"><a aria-expanded="true" aria-label="Visit citations for this paper filtered by highly influential" href="/paper/6a52182f4e103870290a13baf476d90e5ee9322a?sort=is-influential#citing-papers" class="cl-paper-stats__citation-pdp-link"><svg aria-hidden="true" class="cl-paper-stats__icon icon-svg icon-scorecard-highly-influential" height="12" width="12" alt="" data-test-id="icon-scorecard-highly-influential"><use xlink:href="#scorecard-highly-influential"></use></svg><span class="cl-paper-stats__hideable-text">Highly Influenced</span></a></div></li><a target="_blank" class="cl-paper-action__reader-link link-button--no-underline link-button--in-new-tab" aria-describedby="cl-paper-reader-button-tooltip" data-test-id="cl-paper-reader-button" aria-label="Semantic Reader, an AI-powered PDF reader" href="/reader/6a52182f4e103870290a13baf476d90e5ee9322a"><a class="icon-button cl-paper-action__reader-button cl-paper-action__reader-button--square-corner" data-test-id="cl-paper-reader-button" data-heap-id="reader_button_paper_row"><span class="flex-row-centered"><svg aria-hidden="true" height="14" width="14" class="cl-paper-action__reader-button-icon icon-svg icon-semantic-reader" alt="" data-test-id="icon-semantic-reader"><use xlink:href="#semantic-reader"></use></svg><span class="icon-button-text">[PDF]</span></span></a></a></ul></div><div class="cl-paper-controls__actions"><div class="cl-paper-flags cl-paper-controls__flags" data-test-id="citation"><div class="citation__body"><ul class="cl-paper__bulleted-row"><li class="cl-paper__bulleted-row__item cl-paper-flag__popover-button"><button data-heap-id="citation_box" data-heap-paper-id="6a52182f4e103870290a13baf476d90e5ee9322a" data-heap-type="excerpt" data-heap-citation-type="citingPapers" data-test-id="excerpt" aria-expanded="false" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-flag__flag-button"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-excerpt" data-test-id="icon-excerpt"><use xlink:href="#excerpt"></use></svg></span><span class="cl-button__label">11 Excerpts</span></button></li></ul></div></div><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="123e0c28a813695bb92ffc851607b49429c2bd2f"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="123e0c28a813695bb92ffc851607b49429c2bd2f" data-heap-citation-type="citingPapers" data-heap-has-intents="false" data-test-id="citation-paper-title" href="/paper/Boosting-Federated-Learning-in-Resource-Constrained-Dhasade-Kermarrec/123e0c28a813695bb92ffc851607b49429c2bd2f"><h3 id="paper-123e0c28a813695bb92ffc851607b49429c2bd2f" class="cl-paper-title" tabindex="" aria-describedby="">Boosting Federated Learning in Resource-Constrained Networks</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="1588512022" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Akash-Dhasade/1588512022"><span class=""><span>Akash Dhasade</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1723331" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Anne-Marie-Kermarrec/1723331"><span class=""><span>Anne-Marie Kermarrec</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="117200775" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Rafael-Pires/117200775"><span class=""><span>Rafael Pires</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science, Engineering</span></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2021</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>This work proposes GeL, the guess and learn algorithm, which can boost empirical convergence by up to 40% in resource-constrained networks while relieving the need for exhaustive learning rate tuning.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><a target="_blank" class="cl-paper-action__reader-link link-button--no-underline link-button--in-new-tab" aria-describedby="cl-paper-reader-button-tooltip" data-test-id="cl-paper-reader-button" aria-label="Semantic Reader, an AI-powered PDF reader" href="/reader/123e0c28a813695bb92ffc851607b49429c2bd2f"><a class="icon-button cl-paper-action__reader-button cl-paper-action__reader-button--square-corner cl-paper-action__reader-button--no-margin" data-test-id="cl-paper-reader-button" data-heap-id="reader_button_paper_row"><span class="flex-row-centered"><svg aria-hidden="true" height="14" width="14" class="cl-paper-action__reader-button-icon icon-svg icon-semantic-reader" alt="" data-test-id="icon-semantic-reader"><use xlink:href="#semantic-reader"></use></svg><span class="icon-button-text">[PDF]</span></span></a></a></ul></div><div class="cl-paper-controls__actions"><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="430a13ce74e2cce8a5316fdc14d4aba7f651890b"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="430a13ce74e2cce8a5316fdc14d4aba7f651890b" data-heap-citation-type="citingPapers" data-heap-has-intents="false" data-test-id="citation-paper-title" href="/paper/Federated-Learning-Hyperparameter-Tuning-From-a-Zhang-Fu/430a13ce74e2cce8a5316fdc14d4aba7f651890b"><h3 id="paper-430a13ce74e2cce8a5316fdc14d4aba7f651890b" class="cl-paper-title" tabindex="" aria-describedby="">Federated Learning Hyperparameter Tuning From a System Perspective</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="2109068123" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Huan-Zhang/2109068123"><span class=""><span>Huan Zhang</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2189547052" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Lei-Fu/2189547052"><span class=""><span>Lei Fu</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2146074198" data-test-id="author-list"><span><button data-test-id="author-list-expand" aria-expanded="false" aria-label="Show 4 more authors" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default cl-paper-authors__toggle cl-paper-authors__toggle__with-background"><span class="cl-button__label">+4 authors</span></button> </span><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Xin-Liu/2146074198"><span class=""><span>Xin Liu</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-heap-id="paper-meta-venue" href="/venue?name=IEEE%20Internet%20of%20Things%20Journal">IEEE Internet of Things Journal</a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2023</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>FedTune is proposed, an automatic FL hyperparameter tuning algorithm tailored to applications’ diverse system requirements in FL training that is lightweight and effective and can be easily integrated into existing FL systems.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="3 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/430a13ce74e2cce8a5316fdc14d4aba7f651890b#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stat__with-border"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg>3</div></a></li><a target="_blank" class="cl-paper-action__reader-link link-button--no-underline link-button--in-new-tab" aria-describedby="cl-paper-reader-button-tooltip" data-test-id="cl-paper-reader-button" aria-label="Semantic Reader, an AI-powered PDF reader" href="/reader/430a13ce74e2cce8a5316fdc14d4aba7f651890b"><a class="icon-button cl-paper-action__reader-button cl-paper-action__reader-button--square-corner" data-test-id="cl-paper-reader-button" data-heap-id="reader_button_paper_row"><span class="flex-row-centered"><svg aria-hidden="true" height="14" width="14" class="cl-paper-action__reader-button-icon icon-svg icon-semantic-reader" alt="" data-test-id="icon-semantic-reader"><use xlink:href="#semantic-reader"></use></svg><span class="icon-button-text">[PDF]</span></span></a></a></ul></div><div class="cl-paper-controls__actions"><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="bcf0721372488ab2c8e5fed52969ff1603d8d59a"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="bcf0721372488ab2c8e5fed52969ff1603d8d59a" data-heap-citation-type="citingPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/FedHPO-B%3A-A-Benchmark-Suite-for-Federated-Wang-Kuang/bcf0721372488ab2c8e5fed52969ff1603d8d59a"><h3 id="paper-bcf0721372488ab2c8e5fed52969ff1603d8d59a" class="cl-paper-title" tabindex="" aria-describedby="">FedHPO-B: A Benchmark Suite for Federated Hyperparameter Optimization</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="2118453148" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Zhen-Wang/2118453148"><span class=""><span>Zhen Wang</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2162042348" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Weirui-Kuang/2162042348"><span class=""><span>Weirui Kuang</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1776014" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Ce-Zhang/1776014"><span class=""><span>Ce Zhang</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1696332" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Bolin-Ding/1696332"><span class=""><span>Bolin Ding</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2110479359" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Yaliang-Li/2110479359"><span class=""><span>Yaliang Li</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-heap-id="paper-meta-venue" href="/venue?name=ArXiv">ArXiv</a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2022</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>This paper proposes and implements a benchmark suite FedHPO-B that incorporates comprehensive FL tasks, enables efficient function evaluations, and eases continuing extensions to facilitate the research of HPO in the FL setting.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="13 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/bcf0721372488ab2c8e5fed52969ff1603d8d59a#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stat__with-border"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg>13</div></a></li><li aria-label="Highly Influenced" class="cl-paper-stats__item"><div class="cl-paper-stat cl-paper-stat__collapsable cl-paper-flags__highly-influenced__container cl-paper-stats__badge-hover cl-paper-stats__badge-with-border" data-heap-id="citation_box" data-heap-paper-id="bcf0721372488ab2c8e5fed52969ff1603d8d59a" data-heap-type="highlyInfluenced" data-heap-citation-type="citingPapers" data-test-id="highlyInfluenced"><a aria-expanded="true" aria-label="Visit citations for this paper filtered by highly influential" href="/paper/bcf0721372488ab2c8e5fed52969ff1603d8d59a?sort=is-influential#citing-papers" class="cl-paper-stats__citation-pdp-link"><svg aria-hidden="true" class="cl-paper-stats__icon icon-svg icon-scorecard-highly-influential" height="12" width="12" alt="" data-test-id="icon-scorecard-highly-influential"><use xlink:href="#scorecard-highly-influential"></use></svg><span class="cl-paper-stats__hideable-text">Highly Influenced</span></a></div></li><a target="_blank" class="cl-paper-action__reader-link link-button--no-underline link-button--in-new-tab" aria-describedby="cl-paper-reader-button-tooltip" data-test-id="cl-paper-reader-button" aria-label="Semantic Reader, an AI-powered PDF reader" href="/reader/bcf0721372488ab2c8e5fed52969ff1603d8d59a"><a class="icon-button cl-paper-action__reader-button cl-paper-action__reader-button--square-corner" data-test-id="cl-paper-reader-button" data-heap-id="reader_button_paper_row"><span class="flex-row-centered"><svg aria-hidden="true" height="14" width="14" class="cl-paper-action__reader-button-icon icon-svg icon-semantic-reader" alt="" data-test-id="icon-semantic-reader"><use xlink:href="#semantic-reader"></use></svg><span class="icon-button-text">[PDF]</span></span></a></a></ul></div><div class="cl-paper-controls__actions"><div class="cl-paper-flags cl-paper-controls__flags" data-test-id="citation"><div class="citation__body"><ul class="cl-paper__bulleted-row"><li class="cl-paper__bulleted-row__item cl-paper-flag__popover-button"><button data-heap-id="citation_box" data-heap-paper-id="bcf0721372488ab2c8e5fed52969ff1603d8d59a" data-heap-type="excerpt" data-heap-citation-type="citingPapers" data-test-id="excerpt" aria-expanded="false" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-flag__flag-button"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-excerpt" data-test-id="icon-excerpt"><use xlink:href="#excerpt"></use></svg></span><span class="cl-button__label">9 Excerpts</span></button></li></ul></div></div><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="5a0a5908ae9f43e782aaaf81c0416e536d37f84b"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="5a0a5908ae9f43e782aaaf81c0416e536d37f84b" data-heap-citation-type="citingPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/HANF%3A-Hyperparameter-And-Neural-Architecture-Search-Seng-Prasad/5a0a5908ae9f43e782aaaf81c0416e536d37f84b"><h3 id="paper-5a0a5908ae9f43e782aaaf81c0416e536d37f84b" class="cl-paper-title" tabindex="" aria-describedby="">HANF: Hyperparameter And Neural Architecture Search in Federated Learning</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="2170361567" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Jonas-Seng/2170361567"><span class=""><span>Jonas Seng</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2053380123" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/P.-Prasad/2053380123"><span class=""><span>P. Prasad</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="39552485" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/D.-Dhami/39552485"><span class=""><span>D. Dhami</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2113406566" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/K.-Kersting/2113406566"><span class=""><span>K. Kersting</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science, Engineering</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-heap-id="paper-meta-venue" href="/venue?name=ArXiv">ArXiv</a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2022</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>A novel framework, HANF, which jointly optimizes a neural architecture and non-architectural hyperparameters of a learning algorithm using gradient-based neural architecture search and n -armed bandit approach respectively in data distributed setting as a step towards building an AutoML framework.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="7 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/5a0a5908ae9f43e782aaaf81c0416e536d37f84b#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg>7</div></a></li><li aria-label="Highly Influenced" class="cl-paper-stats__item"><div class="cl-paper-stat cl-paper-stat__collapsable cl-paper-flags__highly-influenced__container cl-paper-stats__badge-hover" data-heap-id="citation_box" data-heap-paper-id="5a0a5908ae9f43e782aaaf81c0416e536d37f84b" data-heap-type="highlyInfluenced" data-heap-citation-type="citingPapers" data-test-id="highlyInfluenced"><a aria-expanded="true" aria-label="Visit citations for this paper filtered by highly influential" href="/paper/5a0a5908ae9f43e782aaaf81c0416e536d37f84b?sort=is-influential#citing-papers" class="cl-paper-stats__citation-pdp-link"><svg aria-hidden="true" class="cl-paper-stats__icon icon-svg icon-scorecard-highly-influential" height="12" width="12" alt="" data-test-id="icon-scorecard-highly-influential"><use xlink:href="#scorecard-highly-influential"></use></svg><span class="cl-paper-stats__hideable-text">Highly Influenced</span></a></div></li><li class="cl-paper-stats__item"><div class="flex-row paper-badge-list"><a class="link-button--no-underline" href="/paper/5a0a5908ae9f43e782aaaf81c0416e536d37f84b"><div class="cl-paper-stat cl-paper-stat__collapsable cl-paper-stat__icon-only cl-paper-stat__adjust-badge-position cl-paper-stats__badge__unpaywall cl-paper-stats__badge-hover" data-test-id="paper-badge-unpaywall" aria-label="This paper has an available open access PDF" data-heap-id="paper_badge_unpaywall"><span class="cl-paper-stats__combined"><svg aria-hidden="true" class="cl-paper-stats__icon icon-svg icon-open-access" height="12" width="12" alt="" data-test-id="icon-open-access"><use xlink:href="#open-access"></use></svg><span class="cl-paper-stats__symbol">PDF</span></span></div></a></div></li></ul></div><div class="cl-paper-controls__actions"><div class="cl-paper-flags cl-paper-controls__flags" data-test-id="citation"><div class="citation__body"><ul class="cl-paper__bulleted-row"><li class="cl-paper__bulleted-row__item cl-paper-flag__popover-button"><button data-heap-id="citation_box" data-heap-paper-id="5a0a5908ae9f43e782aaaf81c0416e536d37f84b" data-heap-type="excerpt" data-heap-citation-type="citingPapers" data-test-id="excerpt" aria-expanded="false" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-flag__flag-button"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-excerpt" data-test-id="icon-excerpt"><use xlink:href="#excerpt"></use></svg></span><span class="cl-button__label">5 Excerpts</span></button></li></ul></div></div><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="d3351aff337a0b6b283447a185e9b9eea494337c"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="d3351aff337a0b6b283447a185e9b9eea494337c" data-heap-citation-type="citingPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/FedPop%3A-Federated-Population-based-Hyperparameter-Chen-Krompass/d3351aff337a0b6b283447a185e9b9eea494337c"><h3 id="paper-d3351aff337a0b6b283447a185e9b9eea494337c" class="cl-paper-title" tabindex="" aria-describedby="">FedPop: Federated Population-based Hyperparameter Tuning</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="2242179544" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Haokun-Chen/2242179544"><span class=""><span>Haokun Chen</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2614774" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Denis-Krompass/2614774"><span class=""><span>Denis Krompass</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="52203056" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Jindong-Gu/52203056"><span class=""><span>Jindong Gu</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1742501819" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Volker-Tresp/1742501819"><span class=""><span>Volker Tresp</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-heap-id="paper-meta-venue" href="/venue?name=ArXiv">ArXiv</a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2023</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>The proposed FedPop algorithm employs population-based evolutionary algorithms to optimize the HPs, which accommodates various HP types at both the client and server sides, and substantially outperforms the concurrent state-of-the-art HP-tuning methods in FL.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="Highly Influenced" class="cl-paper-stats__item"><div class="cl-paper-stat cl-paper-stat__collapsable cl-paper-flags__highly-influenced__container cl-paper-stats__badge-hover cl-paper-stats__badge-with-border" data-heap-id="citation_box" data-heap-paper-id="d3351aff337a0b6b283447a185e9b9eea494337c" data-heap-type="highlyInfluenced" data-heap-citation-type="citingPapers" data-test-id="highlyInfluenced"><a aria-expanded="true" aria-label="Visit citations for this paper filtered by highly influential" href="/paper/d3351aff337a0b6b283447a185e9b9eea494337c?sort=is-influential#citing-papers" class="cl-paper-stats__citation-pdp-link"><svg aria-hidden="true" class="cl-paper-stats__icon icon-svg icon-scorecard-highly-influential" height="12" width="12" alt="" data-test-id="icon-scorecard-highly-influential"><use xlink:href="#scorecard-highly-influential"></use></svg><span class="cl-paper-stats__hideable-text">Highly Influenced</span></a></div></li><a target="_blank" class="cl-paper-action__reader-link link-button--no-underline link-button--in-new-tab" aria-describedby="cl-paper-reader-button-tooltip" data-test-id="cl-paper-reader-button" aria-label="Semantic Reader, an AI-powered PDF reader" href="/reader/d3351aff337a0b6b283447a185e9b9eea494337c"><a class="icon-button cl-paper-action__reader-button cl-paper-action__reader-button--square-corner" data-test-id="cl-paper-reader-button" data-heap-id="reader_button_paper_row"><span class="flex-row-centered"><svg aria-hidden="true" height="14" width="14" class="cl-paper-action__reader-button-icon icon-svg icon-semantic-reader" alt="" data-test-id="icon-semantic-reader"><use xlink:href="#semantic-reader"></use></svg><span class="icon-button-text">[PDF]</span></span></a></a></ul></div><div class="cl-paper-controls__actions"><div class="cl-paper-flags cl-paper-controls__flags" data-test-id="citation"><div class="citation__body"><ul class="cl-paper__bulleted-row"><li class="cl-paper__bulleted-row__item cl-paper-flag__popover-button"><button data-heap-id="citation_box" data-heap-paper-id="d3351aff337a0b6b283447a185e9b9eea494337c" data-heap-type="excerpt" data-heap-citation-type="citingPapers" data-test-id="excerpt" aria-expanded="false" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-flag__flag-button"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-excerpt" data-test-id="icon-excerpt"><use xlink:href="#excerpt"></use></svg></span><span class="cl-button__label">15 Excerpts</span></button></li></ul></div></div><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="d5fe6c3f0639739e56db7343e8ab424017100029"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="d5fe6c3f0639739e56db7343e8ab424017100029" data-heap-citation-type="citingPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/FedAVO%3A-Improving-Communication-Efficiency-in-with-Hossain-Imteaj/d5fe6c3f0639739e56db7343e8ab424017100029"><h3 id="paper-d5fe6c3f0639739e56db7343e8ab424017100029" class="cl-paper-title" tabindex="" aria-describedby="">FedAVO: Improving Communication Efficiency in Federated Learning with African Vultures Optimizer</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="2197739642" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Md.-Zarif-Hossain/2197739642"><span class=""><span>Md. Zarif Hossain</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="9200592" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Ahmed-Imteaj/9200592"><span class=""><span>Ahmed Imteaj</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-heap-id="paper-meta-venue" href="/venue?name=IEEE%2048th%20Annual%20Computers%2C%20Software%2C%20and%20Applications%20Conference%20%28COMPSAC%29">2024 IEEE 48th Annual Computers, Software, and…</a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2024</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>FedAVO is introduced, a novel FL algorithm that enhances communication effectiveness by selecting the best hyperparameters leveraging the African Vulture Optimizer (AVO).</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="4 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/d5fe6c3f0639739e56db7343e8ab424017100029#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stat__with-border"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg>4</div></a></li><a target="_blank" class="cl-paper-action__reader-link link-button--no-underline link-button--in-new-tab" aria-describedby="cl-paper-reader-button-tooltip" data-test-id="cl-paper-reader-button" aria-label="Semantic Reader, an AI-powered PDF reader" href="/reader/d5fe6c3f0639739e56db7343e8ab424017100029"><a class="icon-button cl-paper-action__reader-button cl-paper-action__reader-button--square-corner" data-test-id="cl-paper-reader-button" data-heap-id="reader_button_paper_row"><span class="flex-row-centered"><svg aria-hidden="true" height="14" width="14" class="cl-paper-action__reader-button-icon icon-svg icon-semantic-reader" alt="" data-test-id="icon-semantic-reader"><use xlink:href="#semantic-reader"></use></svg><span class="icon-button-text">[PDF]</span></span></a></a></ul></div><div class="cl-paper-controls__actions"><div class="cl-paper-flags cl-paper-controls__flags" data-test-id="citation"><div class="citation__body"><ul class="cl-paper__bulleted-row"><li class="cl-paper__bulleted-row__item cl-paper-flag__popover-button"><button data-heap-id="citation_box" data-heap-paper-id="d5fe6c3f0639739e56db7343e8ab424017100029" data-heap-type="excerpt" data-heap-citation-type="citingPapers" data-test-id="excerpt" aria-expanded="false" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-flag__flag-button"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-excerpt" data-test-id="icon-excerpt"><use xlink:href="#excerpt"></use></svg></span><span class="cl-button__label">1 Excerpt</span></button></li></ul></div></div><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="4164f404f596b2914835ad6ab289af6a1dd2bdca"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="4164f404f596b2914835ad6ab289af6a1dd2bdca" data-heap-citation-type="citingPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/HPN%3A-Personalized-Federated-Hyperparameter-Cheng-Wang/4164f404f596b2914835ad6ab289af6a1dd2bdca"><h3 id="paper-4164f404f596b2914835ad6ab289af6a1dd2bdca" class="cl-paper-title" tabindex="" aria-describedby="">HPN: Personalized Federated Hyperparameter Optimization</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="5987050" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Anda-Cheng/5987050"><span class=""><span>Anda Cheng</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2118453148" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Zhen-Wang/2118453148"><span class=""><span>Zhen Wang</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2110479359" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Yaliang-Li/2110479359"><span class=""><span>Yaliang Li</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2107266335" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Jianwei-Cheng/2107266335"><span class=""><span>Jianwei Cheng</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-heap-id="paper-meta-venue" href="/venue?name=ArXiv">ArXiv</a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2023</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>This work pinpoints two challenges of personalized federated hyperparameter optimization (pFedHPO): handling the exponentially increased search space and characterizing each client without compromising its data privacy.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="1 Citation" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/4164f404f596b2914835ad6ab289af6a1dd2bdca#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stat__with-border"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg>1</div></a></li><li aria-label="Highly Influenced" class="cl-paper-stats__item"><div class="cl-paper-stat cl-paper-stat__collapsable cl-paper-flags__highly-influenced__container cl-paper-stats__badge-hover cl-paper-stats__badge-with-border" data-heap-id="citation_box" data-heap-paper-id="4164f404f596b2914835ad6ab289af6a1dd2bdca" data-heap-type="highlyInfluenced" data-heap-citation-type="citingPapers" data-test-id="highlyInfluenced"><a aria-expanded="true" aria-label="Visit citations for this paper filtered by highly influential" href="/paper/4164f404f596b2914835ad6ab289af6a1dd2bdca?sort=is-influential#citing-papers" class="cl-paper-stats__citation-pdp-link"><svg aria-hidden="true" class="cl-paper-stats__icon icon-svg icon-scorecard-highly-influential" height="12" width="12" alt="" data-test-id="icon-scorecard-highly-influential"><use xlink:href="#scorecard-highly-influential"></use></svg><span class="cl-paper-stats__hideable-text">Highly Influenced</span></a></div></li><a target="_blank" class="cl-paper-action__reader-link link-button--no-underline link-button--in-new-tab" aria-describedby="cl-paper-reader-button-tooltip" data-test-id="cl-paper-reader-button" aria-label="Semantic Reader, an AI-powered PDF reader" href="/reader/4164f404f596b2914835ad6ab289af6a1dd2bdca"><a class="icon-button cl-paper-action__reader-button cl-paper-action__reader-button--square-corner" data-test-id="cl-paper-reader-button" data-heap-id="reader_button_paper_row"><span class="flex-row-centered"><svg aria-hidden="true" height="14" width="14" class="cl-paper-action__reader-button-icon icon-svg icon-semantic-reader" alt="" data-test-id="icon-semantic-reader"><use xlink:href="#semantic-reader"></use></svg><span class="icon-button-text">[PDF]</span></span></a></a></ul></div><div class="cl-paper-controls__actions"><div class="cl-paper-flags cl-paper-controls__flags" data-test-id="citation"><div class="citation__body"><ul class="cl-paper__bulleted-row"><li class="cl-paper__bulleted-row__item cl-paper-flag__popover-button"><button data-heap-id="citation_box" data-heap-paper-id="4164f404f596b2914835ad6ab289af6a1dd2bdca" data-heap-type="excerpt" data-heap-citation-type="citingPapers" data-test-id="excerpt" aria-expanded="false" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-flag__flag-button"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-excerpt" data-test-id="icon-excerpt"><use xlink:href="#excerpt"></use></svg></span><span class="cl-button__label">6 Excerpts</span></button></li></ul></div></div><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="eb605df9c7d18a7b8fdde9b681381a2a4bbf10cf"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="eb605df9c7d18a7b8fdde9b681381a2a4bbf10cf" data-heap-citation-type="citingPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/Federated-Hyperparameter-Optimization-through-and-Nakka-Frikha/eb605df9c7d18a7b8fdde9b681381a2a4bbf10cf"><h3 id="paper-eb605df9c7d18a7b8fdde9b681381a2a4bbf10cf" class="cl-paper-title" tabindex="" aria-describedby="">Federated Hyperparameter Optimization through Reward-Based Strategies: Challenges and Insights</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="36727640" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/K.-K.-Nakka/36727640"><span class=""><span>K. K. Nakka</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2309476592" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Ahmed-Frikha/2309476592"><span class=""><span>Ahmed Frikha</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2309477482" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Ricardo-Mendes/2309477482"><span class=""><span>Ricardo Mendes</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2309518774" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Xue-Jiang/2309518774"><span class=""><span>Xue Jiang</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2310115576" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Xuebing-Zhou/2310115576"><span class=""><span>Xuebing Zhou</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><span data-heap-id="paper-meta-venue" class="cl-paper-venue cl-paper-venue--paper-metadata">2024 IEEE/CVF Conference on Computer Vision and…</span></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2024</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>This paper takes a deeper look at the reward-based strategies and systematically analyze them, uncovering several issues and challenges associated with their adoption in practice and proposes an in-depth evaluation of policy distribution with metrics that capture rankings of standalone configurations.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="Highly Influenced" class="cl-paper-stats__item"><div class="cl-paper-stat cl-paper-stat__collapsable cl-paper-flags__highly-influenced__container cl-paper-stats__badge-hover" data-heap-id="citation_box" data-heap-paper-id="eb605df9c7d18a7b8fdde9b681381a2a4bbf10cf" data-heap-type="highlyInfluenced" data-heap-citation-type="citingPapers" data-test-id="highlyInfluenced"><a aria-expanded="true" aria-label="Visit citations for this paper filtered by highly influential" href="/paper/eb605df9c7d18a7b8fdde9b681381a2a4bbf10cf?sort=is-influential#citing-papers" class="cl-paper-stats__citation-pdp-link"><svg aria-hidden="true" class="cl-paper-stats__icon icon-svg icon-scorecard-highly-influential" height="12" width="12" alt="" data-test-id="icon-scorecard-highly-influential"><use xlink:href="#scorecard-highly-influential"></use></svg><span class="cl-paper-stats__hideable-text">Highly Influenced</span></a></div></li><li class="cl-paper-stats__item"><div class="flex-row paper-badge-list"><a class="link-button--no-underline" href="/paper/eb605df9c7d18a7b8fdde9b681381a2a4bbf10cf"><div class="cl-paper-stat cl-paper-stat__collapsable cl-paper-stat__icon-only cl-paper-stat__adjust-badge-position cl-paper-stats__badge__open-access cl-paper-stats__badge-hover" data-test-id="paper-badge-open_access" aria-label="This paper has an available PDF." data-heap-id="paper_badge_open_access"><span class="cl-paper-stats__symbol">PDF</span></div></a></div></li></ul></div><div class="cl-paper-controls__actions"><div class="cl-paper-flags cl-paper-controls__flags" data-test-id="citation"><div class="citation__body"><ul class="cl-paper__bulleted-row"><li class="cl-paper__bulleted-row__item cl-paper-flag__popover-button"><button data-heap-id="citation_box" data-heap-paper-id="eb605df9c7d18a7b8fdde9b681381a2a4bbf10cf" data-heap-type="excerpt" data-heap-citation-type="citingPapers" data-test-id="excerpt" aria-expanded="false" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-flag__flag-button"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-excerpt" data-test-id="icon-excerpt"><use xlink:href="#excerpt"></use></svg></span><span class="cl-button__label">5 Excerpts</span></button></li></ul></div></div><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div></div><div class="citation-pagination flex-row-vcenter"><div class="cl-pager cl-pager--size-default cl-pager--has-next-enabled cl-pager--has-higher-pages" data-curr-page-num="1" data-total-pages="7"><button disabled="" aria-label="previous page" class="cl-pager__button cl-pager__prev" data-test-id="previous-page"><div class="cl-pager__button-label"><svg aria-hidden="true" alt="" class="icon-svg icon-arrow-lite" data-test-id="icon-arrow-lite"><use xlink:href="#arrow-lite"></use></svg></div></button><div aria-hidden="true" class="cl-pager__button cl-pager__button--is-disabled cl-pager__lower"><div class="cl-pager__button-label">...</div></div><button class="cl-pager__button cl-pager__number cl-pager__number--is-active" data-test-id="active-page" aria-label="currently on page 1" data-page-num="1"><div class="cl-pager__button-label">1</div></button><button class="cl-pager__button cl-pager__number" data-test-id="inactive-page" aria-label="navigate to page 2" data-page-num="2"><div class="cl-pager__button-label">2</div></button><button class="cl-pager__button cl-pager__number" data-test-id="inactive-page" aria-label="navigate to page 3" data-page-num="3"><div class="cl-pager__button-label">3</div></button><button class="cl-pager__button cl-pager__number" data-test-id="inactive-page" aria-label="navigate to page 4" data-page-num="4"><div class="cl-pager__button-label">4</div></button><button class="cl-pager__button cl-pager__number" data-test-id="inactive-page" aria-label="navigate to page 5" data-page-num="5"><div class="cl-pager__button-label">5</div></button><div class="cl-pager__button cl-pager__button--is-disabled cl-pager__higher"><div class="cl-pager__button-label">...</div></div><button aria-label="next page" class="cl-pager__button cl-pager__next" data-test-id="next-page"><div class="cl-pager__button-label"><svg aria-hidden="true" alt="" class="icon-svg icon-arrow-lite" data-test-id="icon-arrow-lite"><use xlink:href="#arrow-lite"></use></svg></div></button></div></div></div></div></div><div id="cited-papers" class="card card--type-default cited-papers" tabindex="0"><div class="card-header"><div class="dropdown-filters__header dropdown-filters-breakpoints__pdp_cite"><div class="dropdown-filters__controls"><h2 class="dropdown-filters__result-count__header dropdown-filters__result-count__citations">64 References</h2><div class="flex-container flex-row-vcenter dropdown-filters__header__outer-flex-container"><div class="flex-container flex-row-vcenter dropdown-filters__filter-flex-container"><form id="citation-search-text-form" class="dropdown-filters__search-within-form" role="search"><div class="flex-container search-within"><input type="search" id="search-within-input" autoComplete="off" data-test-id="search-within-input" class="cl-text-input dropdown-filters__search-within-input" name="cite_q" placeholder="Search authors, publications, venues, fields of study" value=""/><button aria-label="Submit" class="form-submit form-submit__icon-text" data-test-id="submit-search-within-input"><div class="flex-row-vcenter"><svg aria-hidden="true" width="14" height="14" alt="" class="icon-svg icon-search-small" data-test-id="icon-search-small"><use xlink:href="#search-small"></use></svg></div></button></div></form><div class="cl-dropdown cl-dropdown--arrow-pos-top-left search-cite-menu__dropdown"><div class="cl-dropdown__button"><button disabled="" aria-expanded="false" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default cl-dropdown-button"><span class="cl-button__label">Citation Type</span><span class="cl-button__arrow"><svg aria-hidden="true" height="12" width="12" class="cl-dropdown-button__dropdown-arrow icon-svg icon-disclosure" alt="" data-test-id="icon-disclosure"><use xlink:href="#disclosure"></use></svg></span></button></div><div class="cl-dropdown__popover"></div></div><div class="flex-item fresh-filters__filter_container toggle unselected"><button aria-pressed="false" class="button button--secondary is-disabled" disabled="" data-test-id="pdf-available-filter-button" data-heap-id="pdf_available_filter_button">Has PDF</button></div><div class="cl-dropdown cl-dropdown--arrow-pos-top-left dropdown-filters__author"><div class="cl-dropdown__button"><button disabled="" aria-expanded="false" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default cl-dropdown-button"><span class="cl-button__label">Author</span><span class="cl-button__arrow"><svg aria-hidden="true" height="12" width="12" class="cl-dropdown-button__dropdown-arrow icon-svg icon-disclosure" alt="" data-test-id="icon-disclosure"><use xlink:href="#disclosure"></use></svg></span></button></div><div class="cl-dropdown__popover"></div></div><div class="dropdown-filters__modal-button flex-item"><button disabled="" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-secondary cl-button--density-default dropdown-filters__some_filters"><span class="cl-button__label">More Filters</span></button></div><div class="dropdown-filters__modal-button flex-item"><button disabled="" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-secondary cl-button--density-default dropdown-filters__more_filters"><span class="cl-button__label">More Filters</span></button></div><div class="dropdown-filters__modal-button"><button disabled="" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-secondary cl-button--density-default dropdown-filters__mobile_filters"><span class="cl-button__label">Filters</span></button></div></div><div class="dropdown-filters__sort-control search-sort flex-row-vcenter"><select class="legacy__select search-sort-select" data-heap-id="sort_select" data-test-id="sort-select"><option selected="" value="relevance" data-test-id="sort-by-relevance">Sort by Relevance</option><option value="is-influential" data-test-id="sort-by-is-influential">Sort by Most Influenced Papers</option><option value="total-citations" data-test-id="sort-by-total-citations">Sort by Citation Count</option><option value="pub-date" data-test-id="sort-by-pub-date">Sort by Recency</option></select><svg aria-hidden="true" height="12" width="12" class="dropdown-arrow-icon icon-svg icon-disclosure" alt="" data-test-id="icon-disclosure"><use xlink:href="#disclosure"></use></svg></div></div></div></div></div><div class="card-content"><div class="paper-detail-content-card result-page" data-test-id="reference"><div class="citation-list__citations"><div class="cl-paper-row citation-list__paper-row" data-paper-id="b62fcd6f4ee4e0245e43e954a3a26dc3d3274e1f"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="b62fcd6f4ee4e0245e43e954a3a26dc3d3274e1f" data-heap-citation-type="citedPapers" data-heap-has-intents="false" data-test-id="citation-paper-title" href="/paper/Robust-Federated-Learning-Through-Representation-Mostafa/b62fcd6f4ee4e0245e43e954a3a26dc3d3274e1f"><h3 id="paper-b62fcd6f4ee4e0245e43e954a3a26dc3d3274e1f" class="cl-paper-title" tabindex="" aria-describedby="">Robust Federated Learning Through Representation Matching and Adaptive Hyper-parameters</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="34516897" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/H.-Mostafa/34516897"><span class=""><span>H. Mostafa</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-heap-id="paper-meta-venue" href="/venue?name=ArXiv">ArXiv</a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2019</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>A novel representation matching scheme that reduces the divergence of local models by ensuring the feature representations in the global (aggregate) model can be derived from the locally learned representations and an online hyper-parameter tuning scheme which uses an online version of the REINFORCE algorithm to find a hyper- parameter distribution that maximizes the expected improvements in training loss.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="36 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/b62fcd6f4ee4e0245e43e954a3a26dc3d3274e1f#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stat__with-border"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg>36</div></a></li><a target="_blank" class="cl-paper-action__reader-link link-button--no-underline link-button--in-new-tab" aria-describedby="cl-paper-reader-button-tooltip" data-test-id="cl-paper-reader-button" aria-label="Semantic Reader, an AI-powered PDF reader" href="/reader/b62fcd6f4ee4e0245e43e954a3a26dc3d3274e1f"><a class="icon-button cl-paper-action__reader-button cl-paper-action__reader-button--square-corner" data-test-id="cl-paper-reader-button" data-heap-id="reader_button_paper_row"><span class="flex-row-centered"><svg aria-hidden="true" height="14" width="14" class="cl-paper-action__reader-button-icon icon-svg icon-semantic-reader" alt="" data-test-id="icon-semantic-reader"><use xlink:href="#semantic-reader"></use></svg><span class="icon-button-text">[PDF]</span></span></a></a></ul></div><div class="cl-paper-controls__actions"><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="743bb270d501bb4c4c2760ee68f8864344c83114"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="743bb270d501bb4c4c2760ee68f8864344c83114" data-heap-citation-type="citedPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/Improving-Federated-Learning-Personalization-via-Jiang-Konecn%C3%BD/743bb270d501bb4c4c2760ee68f8864344c83114"><h3 id="paper-743bb270d501bb4c4c2760ee68f8864344c83114" class="cl-paper-title" tabindex="" aria-describedby="">Improving Federated Learning Personalization via Model Agnostic Meta Learning</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="9808549" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Yihan-Jiang/9808549"><span class=""><span>Yihan Jiang</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="32139366" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Jakub-Konecn%C3%BD/32139366"><span class=""><span>Jakub Konecný</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1387453057" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Keith-Rush/1387453057"><span class=""><span>Keith Rush</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2314388218" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Sreeram-Kannan/2314388218"><span class=""><span>Sreeram Kannan</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-heap-id="paper-meta-venue" href="/venue?name=ArXiv">ArXiv</a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2019</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>This work points out that the setting of Model Agnostic Meta Learning (MAML), where one optimizes for a fast, gradient-based, few-shot adaptation to a heterogeneous distribution of tasks, has a number of similarities with the objective of personalization for FL.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="530 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/743bb270d501bb4c4c2760ee68f8864344c83114#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stat__with-border"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg>530</div></a></li><a target="_blank" class="cl-paper-action__reader-link link-button--no-underline link-button--in-new-tab" aria-describedby="cl-paper-reader-button-tooltip" data-test-id="cl-paper-reader-button" aria-label="Semantic Reader, an AI-powered PDF reader" href="/reader/743bb270d501bb4c4c2760ee68f8864344c83114"><a class="icon-button cl-paper-action__reader-button cl-paper-action__reader-button--square-corner" data-test-id="cl-paper-reader-button" data-heap-id="reader_button_paper_row"><span class="flex-row-centered"><svg aria-hidden="true" height="14" width="14" class="cl-paper-action__reader-button-icon icon-svg icon-semantic-reader" alt="" data-test-id="icon-semantic-reader"><use xlink:href="#semantic-reader"></use></svg><span class="icon-button-text">[PDF]</span></span></a></a></ul></div><div class="cl-paper-controls__actions"><div class="cl-paper-flags cl-paper-controls__flags" data-test-id="citation"><div class="citation__body"><ul class="cl-paper__bulleted-row"><li class="cl-paper__bulleted-row__item cl-paper-flag__popover-button"><button data-heap-id="citation_box" data-heap-paper-id="743bb270d501bb4c4c2760ee68f8864344c83114" data-heap-type="excerpt" data-heap-citation-type="citedPapers" data-test-id="excerpt" aria-expanded="false" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-flag__flag-button"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-excerpt" data-test-id="icon-excerpt"><use xlink:href="#excerpt"></use></svg></span><span class="cl-button__label">2 Excerpts</span></button></li></ul></div></div><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="5a3d70689925df014c46d1cd50dfc8a368cb4c86"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="5a3d70689925df014c46d1cd50dfc8a368cb4c86" data-heap-citation-type="citedPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/Federated-Learning-Based-on-Dynamic-Regularization-Acar-Zhao/5a3d70689925df014c46d1cd50dfc8a368cb4c86"><h3 id="paper-5a3d70689925df014c46d1cd50dfc8a368cb4c86" class="cl-paper-title" tabindex="" aria-describedby="">Federated Learning Based on Dynamic Regularization</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="2064126184" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/D.-A.-E.-Acar/2064126184"><span class=""><span>D. A. E. Acar</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2116811326" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Yue-Zhao/2116811326"><span class=""><span>Yue Zhao</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2052451299" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Ramon-Matas-Navarro/2052451299"><span class=""><span>Ramon Matas Navarro</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="39045061" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Matthew-Mattina/39045061"><span class=""><span>Matthew Mattina</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="3313708" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/P.-Whatmough/3313708"><span class=""><span>P. Whatmough</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1699322" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Venkatesh-Saligrama/1699322"><span class=""><span>Venkatesh Saligrama</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-heap-id="paper-meta-venue" href="/venue?name=ICLR">ICLR</a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2021</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>This work proposes a novel federated learning method for distributively training neural network models, where the server orchestrates cooperation between a subset of randomly chosen devices in each round, using a dynamic regularizer for each device at each round.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="653 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/5a3d70689925df014c46d1cd50dfc8a368cb4c86#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stat__with-border"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg>653</div></a></li><a target="_blank" class="cl-paper-action__reader-link link-button--no-underline link-button--in-new-tab" aria-describedby="cl-paper-reader-button-tooltip" data-test-id="cl-paper-reader-button" aria-label="Semantic Reader, an AI-powered PDF reader" href="/reader/5a3d70689925df014c46d1cd50dfc8a368cb4c86"><a class="icon-button cl-paper-action__reader-button cl-paper-action__reader-button--square-corner" data-test-id="cl-paper-reader-button" data-heap-id="reader_button_paper_row"><span class="flex-row-centered"><svg aria-hidden="true" height="14" width="14" class="cl-paper-action__reader-button-icon icon-svg icon-semantic-reader" alt="" data-test-id="icon-semantic-reader"><use xlink:href="#semantic-reader"></use></svg><span class="icon-button-text">[PDF]</span></span></a></a></ul></div><div class="cl-paper-controls__actions"><div class="cl-paper-flags cl-paper-controls__flags" data-test-id="citation"><div class="citation__body"><ul class="cl-paper__bulleted-row"><li class="cl-paper__bulleted-row__item cl-paper-flag__popover-button"><button data-heap-id="citation_box" data-heap-paper-id="5a3d70689925df014c46d1cd50dfc8a368cb4c86" data-heap-type="excerpt" data-heap-citation-type="citedPapers" data-test-id="excerpt" aria-expanded="false" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-flag__flag-button"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-excerpt" data-test-id="icon-excerpt"><use xlink:href="#excerpt"></use></svg></span><span class="cl-button__label">1 Excerpt</span></button></li></ul></div></div><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="f7e7eb69db25df3e9efa1fc2cb3e2f2d6537580d"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="f7e7eb69db25df3e9efa1fc2cb3e2f2d6537580d" data-heap-citation-type="citedPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/Personalized-Federated-Learning%3A-A-Meta-Learning-Fallah-Mokhtari/f7e7eb69db25df3e9efa1fc2cb3e2f2d6537580d"><h3 id="paper-f7e7eb69db25df3e9efa1fc2cb3e2f2d6537580d" class="cl-paper-title" tabindex="" aria-describedby="">Personalized Federated Learning: A Meta-Learning Approach</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="113441545" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Alireza-Fallah/113441545"><span class=""><span>Alireza Fallah</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2706423" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Aryan-Mokhtari/2706423"><span class=""><span>Aryan Mokhtari</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="145744184" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/A.-Ozdaglar/145744184"><span class=""><span>A. Ozdaglar</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-heap-id="paper-meta-venue" href="/venue?name=ArXiv">ArXiv</a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2020</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>A personalized variant of the well-known Federated Averaging algorithm is studied and its performance is characterized by the closeness of underlying distributions of user data, measured in terms of distribution distances such as Total Variation and 1-Wasserstein metric.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="508 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/f7e7eb69db25df3e9efa1fc2cb3e2f2d6537580d#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stat__with-border"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg>508</div></a></li><a target="_blank" class="cl-paper-action__reader-link link-button--no-underline link-button--in-new-tab" aria-describedby="cl-paper-reader-button-tooltip" data-test-id="cl-paper-reader-button" aria-label="Semantic Reader, an AI-powered PDF reader" href="/reader/f7e7eb69db25df3e9efa1fc2cb3e2f2d6537580d"><a class="icon-button cl-paper-action__reader-button cl-paper-action__reader-button--square-corner" data-test-id="cl-paper-reader-button" data-heap-id="reader_button_paper_row"><span class="flex-row-centered"><svg aria-hidden="true" height="14" width="14" class="cl-paper-action__reader-button-icon icon-svg icon-semantic-reader" alt="" data-test-id="icon-semantic-reader"><use xlink:href="#semantic-reader"></use></svg><span class="icon-button-text">[PDF]</span></span></a></a></ul></div><div class="cl-paper-controls__actions"><div class="cl-paper-flags cl-paper-controls__flags" data-test-id="citation"><div class="citation__body"><ul class="cl-paper__bulleted-row"><li class="cl-paper__bulleted-row__item cl-paper-flag__popover-button"><button data-heap-id="citation_box" data-heap-paper-id="f7e7eb69db25df3e9efa1fc2cb3e2f2d6537580d" data-heap-type="excerpt" data-heap-citation-type="citedPapers" data-test-id="excerpt" aria-expanded="false" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-flag__flag-button"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-excerpt" data-test-id="icon-excerpt"><use xlink:href="#excerpt"></use></svg></span><span class="cl-button__label">1 Excerpt</span></button></li></ul></div></div><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="2088a23846f5ab9358f3e56c98dab6ed1cfb8be6"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="2088a23846f5ab9358f3e56c98dab6ed1cfb8be6" data-heap-citation-type="citedPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/Federated-Neural-Architecture-Search-Yuan-Xu/2088a23846f5ab9358f3e56c98dab6ed1cfb8be6"><h3 id="paper-2088a23846f5ab9358f3e56c98dab6ed1cfb8be6" class="cl-paper-title" tabindex="" aria-describedby="">Federated Neural Architecture Search</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="2118572422" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Jinliang-Yuan/2118572422"><span class=""><span>Jinliang Yuan</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2529558" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Mengwei-Xu/2529558"><span class=""><span>Mengwei Xu</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2166005800" data-test-id="author-list"><span><button data-test-id="author-list-expand" aria-expanded="false" aria-label="Show 4 more authors" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default cl-paper-authors__toggle cl-paper-authors__toggle__with-background"><span class="cl-button__label">+4 authors</span></button> </span><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Shangguang-Wang/2166005800"><span class=""><span>Shangguang Wang</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science, Engineering</span></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2020</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>This work presents FedNAS, a highly optimized framework for efficient federated NAS that fully exploits the key opportunity of insufficient model candidate re-training during the architecture search process, and incorporates three key optimizations: parallel candidates training on partial clients, early dropping candidates with inferior performance, and dynamic round numbers.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="32 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/2088a23846f5ab9358f3e56c98dab6ed1cfb8be6#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stat__with-border"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg>32</div></a></li><a target="_blank" class="cl-paper-action__reader-link link-button--no-underline link-button--in-new-tab" aria-describedby="cl-paper-reader-button-tooltip" data-test-id="cl-paper-reader-button" aria-label="Semantic Reader, an AI-powered PDF reader" href="/reader/2088a23846f5ab9358f3e56c98dab6ed1cfb8be6"><a class="icon-button cl-paper-action__reader-button cl-paper-action__reader-button--square-corner" data-test-id="cl-paper-reader-button" data-heap-id="reader_button_paper_row"><span class="flex-row-centered"><svg aria-hidden="true" height="14" width="14" class="cl-paper-action__reader-button-icon icon-svg icon-semantic-reader" alt="" data-test-id="icon-semantic-reader"><use xlink:href="#semantic-reader"></use></svg><span class="icon-button-text">[PDF]</span></span></a></a></ul></div><div class="cl-paper-controls__actions"><div class="cl-paper-flags cl-paper-controls__flags" data-test-id="citation"><div class="citation__body"><ul class="cl-paper__bulleted-row"><li class="cl-paper__bulleted-row__item cl-paper-flag__popover-button"><button data-heap-id="citation_box" data-heap-paper-id="2088a23846f5ab9358f3e56c98dab6ed1cfb8be6" data-heap-type="excerpt" data-heap-citation-type="citedPapers" data-test-id="excerpt" aria-expanded="false" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-flag__flag-button"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-excerpt" data-test-id="icon-excerpt"><use xlink:href="#excerpt"></use></svg></span><span class="cl-button__label">1 Excerpt</span></button></li></ul></div></div><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="40e61539e09037765141666f4c3607b7b6b41db8"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="40e61539e09037765141666f4c3607b7b6b41db8" data-heap-citation-type="citedPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/Federated-Bayesian-Optimization-via-Thompson-Dai-Low/40e61539e09037765141666f4c3607b7b6b41db8"><h3 id="paper-40e61539e09037765141666f4c3607b7b6b41db8" class="cl-paper-title" tabindex="" aria-describedby="">Federated Bayesian Optimization via Thompson Sampling</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="3042111" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Zhongxiang-Dai/3042111"><span class=""><span>Zhongxiang Dai</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="145454065" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/K.-H.-Low/145454065"><span class=""><span>K. H. Low</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1805753" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Patrick-Jaillet/1805753"><span class=""><span>Patrick Jaillet</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-heap-id="paper-meta-venue" href="/venue?name=NeurIPS">NeurIPS</a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2020</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>Federated Thompson sampling (FTS) is presented which overcomes a number of key challenges of FBO and FL in a principled way and provides a theoretical convergence guarantee that is robust against heterogeneous agents, which is a major challenge in FL and FBO.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="96 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/40e61539e09037765141666f4c3607b7b6b41db8#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stat__with-border"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg>96</div></a></li><a target="_blank" class="cl-paper-action__reader-link link-button--no-underline link-button--in-new-tab" aria-describedby="cl-paper-reader-button-tooltip" data-test-id="cl-paper-reader-button" aria-label="Semantic Reader, an AI-powered PDF reader" href="/reader/40e61539e09037765141666f4c3607b7b6b41db8"><a class="icon-button cl-paper-action__reader-button cl-paper-action__reader-button--square-corner" data-test-id="cl-paper-reader-button" data-heap-id="reader_button_paper_row"><span class="flex-row-centered"><svg aria-hidden="true" height="14" width="14" class="cl-paper-action__reader-button-icon icon-svg icon-semantic-reader" alt="" data-test-id="icon-semantic-reader"><use xlink:href="#semantic-reader"></use></svg><span class="icon-button-text">[PDF]</span></span></a></a></ul></div><div class="cl-paper-controls__actions"><div class="cl-paper-flags cl-paper-controls__flags" data-test-id="citation"><div class="citation__body"><ul class="cl-paper__bulleted-row"><li class="cl-paper__bulleted-row__item cl-paper-flag__popover-button"><button data-heap-id="citation_box" data-heap-paper-id="40e61539e09037765141666f4c3607b7b6b41db8" data-heap-type="excerpt" data-heap-citation-type="citedPapers" data-test-id="excerpt" aria-expanded="false" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-flag__flag-button"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-excerpt" data-test-id="icon-excerpt"><use xlink:href="#excerpt"></use></svg></span><span class="cl-button__label">1 Excerpt</span></button></li></ul></div></div><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="1fad7869d48782062ea345b47081324b21e52f5d"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="1fad7869d48782062ea345b47081324b21e52f5d" data-heap-citation-type="citedPapers" data-heap-has-intents="false" data-test-id="citation-paper-title" href="/paper/Salvaging-Federated-Learning-by-Local-Adaptation-Yu-Bagdasarian/1fad7869d48782062ea345b47081324b21e52f5d"><h3 id="paper-1fad7869d48782062ea345b47081324b21e52f5d" class="cl-paper-title" tabindex="" aria-describedby="">Salvaging Federated Learning by Local Adaptation</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="2117900202" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Tao-Yu/2117900202"><span class=""><span>Tao Yu</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="36103467" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Eugene-Bagdasarian/36103467"><span class=""><span>Eugene Bagdasarian</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1723945" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Vitaly-Shmatikov/1723945"><span class=""><span>Vitaly Shmatikov</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-heap-id="paper-meta-venue" href="/venue?name=ArXiv">ArXiv</a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2020</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>This work shows that on standard tasks such as next-word prediction, many participants gain no benefit from FL, and shows that differential privacy and robust aggregation make this problem worse by further destroying the accuracy of the federated model for many participants.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="237 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/1fad7869d48782062ea345b47081324b21e52f5d#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stat__with-border"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg>237</div></a></li><a target="_blank" class="cl-paper-action__reader-link link-button--no-underline link-button--in-new-tab" aria-describedby="cl-paper-reader-button-tooltip" data-test-id="cl-paper-reader-button" aria-label="Semantic Reader, an AI-powered PDF reader" href="/reader/1fad7869d48782062ea345b47081324b21e52f5d"><a class="icon-button cl-paper-action__reader-button cl-paper-action__reader-button--square-corner" data-test-id="cl-paper-reader-button" data-heap-id="reader_button_paper_row"><span class="flex-row-centered"><svg aria-hidden="true" height="14" width="14" class="cl-paper-action__reader-button-icon icon-svg icon-semantic-reader" alt="" data-test-id="icon-semantic-reader"><use xlink:href="#semantic-reader"></use></svg><span class="icon-button-text">[PDF]</span></span></a></a></ul></div><div class="cl-paper-controls__actions"><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="4f584a0f069de4bdce246a5b73e0008b94b22227"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="4f584a0f069de4bdce246a5b73e0008b94b22227" data-heap-citation-type="citedPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/Towards-Non-I.I.D.-and-Invisible-Data-with-FedNAS%3A-He-Annavaram/4f584a0f069de4bdce246a5b73e0008b94b22227"><h3 id="paper-4f584a0f069de4bdce246a5b73e0008b94b22227" class="cl-paper-title" tabindex="" aria-describedby="">Towards Non-I.I.D. and Invisible Data with FedNAS: Federated Deep Learning via Neural Architecture Search.</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="31927890" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Chaoyang-He/31927890"><span class=""><span>Chaoyang He</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="145599558" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/M.-Annavaram/145599558"><span class=""><span>M. Annavaram</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="121011351" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/S.-Avestimehr/121011351"><span class=""><span>S. Avestimehr</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2020</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>This work proposes a Federated NAS (FedNAS) algorithm to help scattered workers collaboratively searching for a better architecture with higher accuracy and shows that the architecture searched by FedNAS can outperform the manually predefined architecture.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="22 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/4f584a0f069de4bdce246a5b73e0008b94b22227#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg>22</div></a></li></ul></div><div class="cl-paper-controls__actions"><div class="cl-paper-flags cl-paper-controls__flags" data-test-id="citation"><div class="citation__body"><ul class="cl-paper__bulleted-row"><li class="cl-paper__bulleted-row__item cl-paper-flag__popover-button"><button data-heap-id="citation_box" data-heap-paper-id="4f584a0f069de4bdce246a5b73e0008b94b22227" data-heap-type="excerpt" data-heap-citation-type="citedPapers" data-test-id="excerpt" aria-expanded="false" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-flag__flag-button"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-excerpt" data-test-id="icon-excerpt"><use xlink:href="#excerpt"></use></svg></span><span class="cl-button__label">1 Excerpt</span></button></li></ul></div></div><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="47c528344fedb6cb67a38e43d095b41c34715330"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="47c528344fedb6cb67a38e43d095b41c34715330" data-heap-citation-type="citedPapers" data-heap-has-intents="false" data-test-id="citation-paper-title" href="/paper/Adaptive-Federated-Optimization-Reddi-Charles/47c528344fedb6cb67a38e43d095b41c34715330"><h3 id="paper-47c528344fedb6cb67a38e43d095b41c34715330" class="cl-paper-title" tabindex="" aria-describedby="">Adaptive Federated Optimization</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="1981186" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Sashank-J.-Reddi/1981186"><span class=""><span>Sashank J. Reddi</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="143676545" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Zachary-B.-Charles/143676545"><span class=""><span>Zachary B. Charles</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="145057514" data-test-id="author-list"><span><button data-test-id="author-list-expand" aria-expanded="false" aria-label="Show 5 more authors" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default cl-paper-authors__toggle cl-paper-authors__toggle__with-background"><span class="cl-button__label">+5 authors</span></button> </span><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/H.-B.-McMahan/145057514"><span class=""><span>H. B. McMahan</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-heap-id="paper-meta-venue" href="/venue?name=ICLR">ICLR</a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2021</span></span></li></ul><div class="tldr-abstract-replacement text-truncator"><div class="cl-dropdown cl-dropdown--arrow-pos-top-left tldr-abstract__pill"><div class="cl-dropdown__button"><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-default cl-button--density-default tldr-abstract-replacement__pill mod-clickable"><span class="cl-button__label">TLDR</span></button></div><div class="cl-dropdown__popover"></div></div><span class=""><span>This work proposes federated versions of adaptive optimizers, including Adagrad, Adam, and Yogi, and analyzes their convergence in the presence of heterogeneous data for general nonconvex settings to highlight the interplay between client heterogeneity and communication efficiency.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="1,213 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/47c528344fedb6cb67a38e43d095b41c34715330#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stat__with-border"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg>1,213</div></a></li><a target="_blank" class="cl-paper-action__reader-link link-button--no-underline link-button--in-new-tab" aria-describedby="cl-paper-reader-button-tooltip" data-test-id="cl-paper-reader-button" aria-label="Semantic Reader, an AI-powered PDF reader" href="/reader/47c528344fedb6cb67a38e43d095b41c34715330"><a class="icon-button cl-paper-action__reader-button cl-paper-action__reader-button--square-corner" data-test-id="cl-paper-reader-button" data-heap-id="reader_button_paper_row"><span class="flex-row-centered"><svg aria-hidden="true" height="14" width="14" class="cl-paper-action__reader-button-icon icon-svg icon-semantic-reader" alt="" data-test-id="icon-semantic-reader"><use xlink:href="#semantic-reader"></use></svg><span class="icon-button-text">[PDF]</span></span></a></a></ul></div><div class="cl-paper-controls__actions"><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="c889d6f98e6d79b89c3a6adf8a921f88fa6ba518"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="c889d6f98e6d79b89c3a6adf8a921f88fa6ba518" data-heap-citation-type="citedPapers" data-heap-has-intents="false" data-test-id="citation-paper-title" href="/paper/Model-Agnostic-Meta-Learning-for-Fast-Adaptation-of-Finn-Abbeel/c889d6f98e6d79b89c3a6adf8a921f88fa6ba518"><h3 id="paper-c889d6f98e6d79b89c3a6adf8a921f88fa6ba518" class="cl-paper-title" tabindex="" aria-describedby="">Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="46881670" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Chelsea-Finn/46881670"><span class=""><span>Chelsea Finn</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1689992" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/P.-Abbeel/1689992"><span class=""><span>P. Abbeel</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1736651" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/S.-Levine/1736651"><span class=""><span>S. Levine</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science</span></div><div class="cl-paper__bulleted-row__item"><a class="cl-paper-venue cl-paper-venue--paper-metadata" data-heap-id="paper-meta-venue" href="/venue?name=ICML">ICML</a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2017</span></span></li></ul><div class="cl-paper-abstract"><span class="" data-test-id="paper-abstract-toggle"><span>We propose an algorithm for meta-learning that is model-agnostic, in the sense that it is compatible with any model trained with gradient descent and applicable to a variety of different learning</span><span>… </span><button aria-label="Expand truncated text" tabindex="0" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default more mod-clickable more-toggle"><span class="cl-button__label">Expand</span></button></span></div><div class="cl-paper__bulleted-row cl-paper-controls"><div class="cl-paper-controls__stats"><ul class="cl-paper-stats-list" data-test-id="citation-stats"><li aria-label="10,821 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/c889d6f98e6d79b89c3a6adf8a921f88fa6ba518#citing-papers" class="cl-paper-stats__citation-pdp-link"><div class="cl-paper-stat cl-paper-stat__with-border"><svg aria-hidden="true" width="12" height="12" class="cl-paper-stats__icon icon-svg icon-cited-by" alt="" data-test-id="icon-cited-by"><use xlink:href="#cited-by"></use></svg>10,821</div></a></li><a target="_blank" class="cl-paper-action__reader-link link-button--no-underline link-button--in-new-tab" aria-describedby="cl-paper-reader-button-tooltip" data-test-id="cl-paper-reader-button" aria-label="Semantic Reader, an AI-powered PDF reader" href="/reader/c889d6f98e6d79b89c3a6adf8a921f88fa6ba518"><a class="icon-button cl-paper-action__reader-button cl-paper-action__reader-button--square-corner" data-test-id="cl-paper-reader-button" data-heap-id="reader_button_paper_row"><span class="flex-row-centered"><svg aria-hidden="true" height="14" width="14" class="cl-paper-action__reader-button-icon icon-svg icon-semantic-reader" alt="" data-test-id="icon-semantic-reader"><use xlink:href="#semantic-reader"></use></svg><span class="icon-button-text">[PDF]</span></span></a></a></ul></div><div class="cl-paper-controls__actions"><div class="flex-row cl-paper-actions"><div class="cl-paper-action__button-container"><button aria-label="Save to Library" data-heap-id="save_to_library" data-test-id="cl-paper-library" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--has-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-tertiary cl-button--density-default cl-icon-button cl-paper-action__button cl-paper-action__button__library-button cl-paper-action__button--blue-outline"><span class="cl-button__icon"><svg aria-hidden="true" height="11" width="11" alt="" class="icon-svg icon-fa-bookmark" data-test-id="icon-fa-bookmark"><use xlink:href="#fa-bookmark"></use></svg></span><span class="cl-button__label">Save</span></button></div></div></div></div><div class="cl-paper-controls__expanded-content"></div></div></div><div class="citation-pagination flex-row-vcenter"><div class="cl-pager cl-pager--size-default cl-pager--has-next-enabled cl-pager--has-higher-pages" data-curr-page-num="1" data-total-pages="7"><button disabled="" aria-label="previous page" class="cl-pager__button cl-pager__prev" data-test-id="previous-page"><div class="cl-pager__button-label"><svg aria-hidden="true" alt="" class="icon-svg icon-arrow-lite" data-test-id="icon-arrow-lite"><use xlink:href="#arrow-lite"></use></svg></div></button><div aria-hidden="true" class="cl-pager__button cl-pager__button--is-disabled cl-pager__lower"><div class="cl-pager__button-label">...</div></div><button class="cl-pager__button cl-pager__number cl-pager__number--is-active" data-test-id="active-page" aria-label="currently on page 1" data-page-num="1"><div class="cl-pager__button-label">1</div></button><button class="cl-pager__button cl-pager__number" data-test-id="inactive-page" aria-label="navigate to page 2" data-page-num="2"><div class="cl-pager__button-label">2</div></button><button class="cl-pager__button cl-pager__number" data-test-id="inactive-page" aria-label="navigate to page 3" data-page-num="3"><div class="cl-pager__button-label">3</div></button><button class="cl-pager__button cl-pager__number" data-test-id="inactive-page" aria-label="navigate to page 4" data-page-num="4"><div class="cl-pager__button-label">4</div></button><button class="cl-pager__button cl-pager__number" data-test-id="inactive-page" aria-label="navigate to page 5" data-page-num="5"><div class="cl-pager__button-label">5</div></button><div class="cl-pager__button cl-pager__button--is-disabled cl-pager__higher"><div class="cl-pager__button-label">...</div></div><button aria-label="next page" class="cl-pager__button cl-pager__next" data-test-id="next-page"><div class="cl-pager__button-label"><svg aria-hidden="true" alt="" class="icon-svg icon-arrow-lite" data-test-id="icon-arrow-lite"><use xlink:href="#arrow-lite"></use></svg></div></button></div></div></div></div></div><div id="related-papers" class="similar-papers" tabindex="0"><h2 class="card-header-title__carousel">Related Papers</h2><div class="carousel-container"><p aria-atomic="true" aria-live="polite" class="screen-reader-only">Showing 1 through 3 of 0 Related Papers</p><ul class="carousel-indicators"></ul><div class="content-wrapper"><span><div class="flex-container similar-papers__body"><div class="flex-item similar-papers__card"><div class="similar-papers-card__fold"></div><div class="similar-papers__shimmer"></div></div><div class="flex-item similar-papers__card"><div class="similar-papers-card__fold"></div><div class="similar-papers__shimmer"></div></div><div class="flex-item similar-papers__card"><div class="similar-papers-card__fold"></div><div class="similar-papers__shimmer"></div></div></div></span></div></div></div></div></div><div class="paper-detail-page__paper-nav"><div class="paper-nav"><div class="paper-nav__placeholder"><nav class="paper-nav__nav"><div class="paper-nav__scrollable"><ul class="paper-nav__nav-list"><li class="paper-nav__nav-item"><a class="paper-nav__nav-link" data-heap-id="paper_nav_target" data-heap-nav="extracted" href="#extracted"><span class="paper-nav__nav-label">Figures and Tables</span></a></li><li class="paper-nav__nav-item"><a class="paper-nav__nav-link" data-heap-id="paper_nav_target" data-heap-nav="paper-topics" href="#paper-topics"><span class="paper-nav__nav-label">Topics</span></a></li><li class="paper-nav__nav-item"><a class="paper-nav__nav-link" data-heap-id="paper_nav_target" data-heap-nav="citing-papers" href="#citing-papers"><span class="paper-nav__nav-label">70 Citations</span></a></li><li class="paper-nav__nav-item"><a class="paper-nav__nav-link" data-heap-id="paper_nav_target" data-heap-nav="cited-papers" href="#cited-papers"><span class="paper-nav__nav-label">64 References</span></a></li><li class="paper-nav__nav-item"><a class="paper-nav__nav-link" data-heap-id="paper_nav_target" data-heap-nav="related-papers" href="#related-papers"><span class="paper-nav__nav-label">Related Papers</span></a></li></ul></div></nav></div></div></div><button aria-label="Scroll to top of page" type="submit" class="cl-button cl-button--no-arrow-divider cl-button--is-icon-only cl-button--has-icon cl-button--no-label cl-button--font-size- cl-button--icon-pos-up cl-button--shape-rectangle cl-button--size-default cl-button--type-secondary cl-button--density-default button__scroll-top button__scroll-top--hidden"><span class="cl-button__icon"><svg aria-hidden="true" width="16" height="24" alt="" class="icon-svg icon-arrow-up" data-test-id="icon-arrow-up"><use xlink:href="#arrow-up"></use></svg></span></button></div></div><div class="app-page__footer"><footer class="footer" role="contentinfo"><section class="page-section subscribe-tile tile padded light"><div class="container flex-row-vcenter subscribe-tile__container" aria-label="Newsletter Subscribe"><div class="subscribe-tile__blurb">Stay Connected With Semantic Scholar</div><div class="subscribe-form"><input type="text" class="cl-text-input subscribe-form__input" placeholder="Your E-mail Address" value=""/><button type="submit" class="cl-button cl-button--no-arrow-divider cl-button--not-icon-only cl-button--no-icon cl-button--has-label cl-button--font-size- cl-button--icon-pos-left cl-button--shape-rectangle cl-button--size-default cl-button--type-primary cl-button--density-default subscribe-form__submit-button"><span class="cl-button__label">Sign Up</span></button></div></div></section><section class="page-section about-us-section"><div class="container about-us-container"><div class="about-us__links-about-s2"><h2>What Is Semantic Scholar?</h2><p>Semantic Scholar is a free, AI-powered research tool for scientific literature, based at Ai2.</p><a href="/about" class="flex-row about-link" aria-label="Learn More">Learn More</a></div><div class="about-us__link-group"><div class="about-us__link-list"><h3>About</h3><a href="/about" class="flex-row about-link" aria-label="About Us">About Us</a><a href="/about/team" class="flex-row about-link" aria-label="Meet the Team">Meet the Team</a><a href="/about/publishers" class="flex-row about-link" aria-label="Publishers">Publishers</a><a href="https://medium.com/ai2-blog/semantic-scholar/home" target="_blank" rel="noopener " class="flex-row about-link" aria-label="Blog">Blog<span class="screen-reader-only"> (opens in a new tab)</span></a><a href="https://allenai.org/careers?team=semantic+scholar#current-openings" target="_blank" rel="noopener " class="flex-row about-link" aria-label="Ai2 Careers">Ai2 Careers<span class="screen-reader-only"> (opens in a new tab)</span></a></div><div class="about-us__link-list"><h3>Product</h3><a href="/product" class="flex-row about-link" aria-label="Product Overview">Product Overview</a><a href="/product/semantic-reader" class="flex-row about-link" aria-label="Semantic Reader">Semantic Reader</a><a href="/product/scholars-hub" class="flex-row about-link" aria-label="Scholar's Hub">Scholar's Hub</a><a href="/product/beta-program" class="flex-row about-link" aria-label="Beta Program">Beta Program</a><a href="/product/release-notes" class="flex-row about-link" aria-label="Release Notes">Release Notes</a></div><div class="about-us__link-list"><h3>API</h3><a href="/product/api" class="flex-row about-link" aria-label="API Overview">API Overview</a><a href="/product/api%2Ftutorial" class="flex-row about-link" aria-label="API Tutorials">API Tutorials</a><a href="https://api.semanticscholar.org/api-docs/" target="_blank" rel="noopener " class="flex-row about-link" aria-label="API Documentation">API Documentation<span class="screen-reader-only"> (opens in a new tab)</span></a><a href="/product/api%2Fgallery" class="flex-row about-link" aria-label="API Gallery">API Gallery</a></div><div class="about-us__link-list"><h3>Research</h3><a href="/research/publications" class="flex-row about-link" aria-label="Publications">Publications</a><a href="/research/research-team" class="flex-row about-link" aria-label="Researchers">Researchers</a><a href="/research/careers" class="flex-row about-link" aria-label="Research Careers">Research Careers</a><a href="/research/prototypes" class="flex-row about-link" aria-label="Prototypes">Prototypes</a><a href="/resources" class="flex-row about-link" aria-label="Resources">Resources</a></div><div class="about-us__link-list"><h3>Help</h3><a href="/faq" class="flex-row faq-link" aria-label="FAQ">FAQ</a><a href="/about/librarians" class="flex-row about-link" aria-label="Librarians">Librarians</a><a href="/product/tutorials" class="flex-row about-link" aria-label="Tutorials">Tutorials</a><button class="flex-row feedback-link link-button" aria-label="Contact" data-test-id="footer-feedback-link">Contact</button></div></div></div></section><section class="page-section footer__bottom-links__section"><div class="container flex-row-vcenter footer__bottom-links__container"><div><div class="footer__row">Proudly built by <a href="http://allenai.org" target="_blank" rel="noopener " data-test-id="footer-ai2-link">Ai2<span class="screen-reader-only"> (opens in a new tab)</span></a></div><div class="footer__row"><span class="collab-attributions-link"><button class="link-button" data-test-id="footer-collab-link">Collaborators & Attributions </button></span>•<a href="https://allenai.org/terms" target="_blank" rel="noopener " class="tos-link" data-test-id="footer-tos-link" aria-label="Terms of Service">Terms of Service<span class="screen-reader-only"> (opens in a new tab)</span></a>•<a href="https://allenai.org/privacy-policy.html" target="_blank" rel="noopener " class="pp-link" data-test-id="footer-privacy-link" aria-label="Privacy Policy">Privacy Policy<span class="screen-reader-only"> (opens in a new tab)</span></a>•<a target="_blank" class="api-license-link link-button--in-new-tab" data-test-id="footer-api-license-link" aria-label="API License Agreement" href="/product/api/license">API License Agreement</a></div></div><a href="http://allenai.org" target="_blank" rel="noopener " class="footer-ai2-logo flex-right" aria-label="The Allen Institute for AI">The Allen Institute for AI<span class="screen-reader-only"> (opens in a new tab)</span></a></div></section></footer></div></div><div class="shelf-manager"><span></span></div><div class="cookie-banner" data-test-id="cookie-banner"><div class="cookie-banner__content"><div class="cookie-banner__message"><span class="cookie-banner__message-body">By clicking accept or continuing to use the site, you agree to the terms outlined in our <a href="https://allenai.org/privacy-policy.html" target="_blank" rel="noopener " class="cookie-banner__copyright-link">Privacy Policy<span class="screen-reader-only"> (opens in a new tab)</span></a>, <a href="https://allenai.org/terms" target="_blank" rel="noopener " class="cookie-banner__copyright-link">Terms of Service<span class="screen-reader-only"> (opens in a new tab)</span></a>, and <a href="http://api.semanticscholar.org/corpus/legal" target="_blank" rel="noopener " class="cookie-banner__copyright-link">Dataset License<span class="screen-reader-only"> (opens in a new tab)</span></a></span></div><div class="cookie-banner__actions"><button class="cookie-banner__action-btn button button--secondary" data-test-id="cookie-banner__dismiss-btn" data-heap-id="cookie_banner_accept">ACCEPT & CONTINUE</button></div></div></div><svg xmlns="http://www.w3.org/2000/svg" style="display:none"><symbol id="arrow-lite" viewBox="0 0 12 8.07"><path d="M12,4.04c0-0.01-0.01-0.03-0.01-0.04c0-0.05-0.01-0.1-0.03-0.15c-0.01-0.02-0.02-0.03-0.03-0.04 c-0.02-0.04-0.04-0.09-0.08-0.12L8.32,0.14C8.12-0.05,7.8-0.05,7.61,0.15c-0.19,0.19-0.19,0.51,0,0.71l2.67,2.67H0.5 C0.22,3.53,0,3.76,0,4.04s0.22,0.5,0.5,0.5h9.79L7.61,7.22c-0.19,0.19-0.19,0.51,0,0.71c0.19,0.19,0.51,0.19,0.71,0l3.54-3.54 C11.95,4.3,12,4.17,12,4.04z"></path></symbol><symbol id="arrow-up" viewBox="0 0 16 24"><path d="M8.00869 9.80912e-08C7.98888 9.78485e-08 7.94924 0.0200006 7.92943 0.0200006C7.83034 0.0200006 7.73125 0.04 7.63217 0.08C7.59253 0.1 7.57271 0.119999 7.5529 0.139999C7.47363 0.179999 7.37454 0.219999 7.31509 0.299999L0.279966 7.36C-0.0965613 7.76 -0.0965613 8.4 0.299784 8.78C0.676311 9.16 1.31046 9.16 1.70681 8.78L6.99801 3.44L6.99801 23C6.99801 23.56 7.45381 24 8.00869 24C8.56358 24 8.99956 23.56 8.99956 23L8.99956 3.42L14.3106 8.78C14.6871 9.16 15.3213 9.16 15.7176 8.78C16.0941 8.4 16.0941 7.76 15.7176 7.36L8.7023 0.280001C8.52394 0.100001 8.26632 1.01247e-07 8.00869 9.80912e-08Z"></path></symbol><symbol id="cited-by" viewBox="0 0 36 36"><path d="M12.4,18c0.9,0,1.7,0.3,2.4,1s1,1.5,1,2.4v9c0,0.9-0.3,1.7-1,2.4s-1.5,1-2.4,1h-9c-0.9,0-1.7-0.3-2.4-1s-1-1.5-1-2.4V13.5 c0-2,0.5-3.9,1.5-5.6s2.4-3.1,4.1-4.1s3.6-1.5,5.6-1.5h0.6c0.5,0,0.9,0.2,1.2,0.5s0.5,0.7,0.5,1.2v3.4c0,0.5-0.2,0.9-0.5,1.2 S12.3,9,11.8,9h-0.6C10,9,9,9.4,8.1,10.3s-1.3,1.9-1.3,3.2V18H12.4z M32.6,18c0.9,0,1.7,0.3,2.4,1s1,1.5,1,2.4v9 c0,0.9-0.3,1.7-1,2.4s-1.5,1-2.4,1h-9c-0.9,0-1.7-0.3-2.4-1s-1-1.5-1-2.4V13.5c0-2,0.5-3.9,1.5-5.6s2.4-3.1,4.1-4.1s3.6-1.5,5.6-1.5 h0.6c0.5,0,0.9,0.2,1.2,0.5s0.5,0.7,0.5,1.2v3.4c0,0.5-0.2,0.9-0.5,1.2S32.5,9,32.1,9h-0.6c-1.2,0-2.3,0.4-3.2,1.3S27,12.3,27,13.5 V18H32.6z"></path></symbol><symbol id="disclosure" viewBox="0 0 32 32"><path d="M23.129,16.001c0,0.475-0.182,0.951-0.545,1.312L9.498,30.4l-2.626-2.626l11.774-11.773L6.872,4.228l2.626-2.627 l13.086,13.088C22.947,15.05,23.129,15.525,23.129,16.001z"></path></symbol><symbol id="excerpt" viewBox="0 0 27.43 24"><path d="M1,4.41a.91.91,0,0,1-.7-.28A.93.93,0,0,1,0,3.43V1A.91.91,0,0,1,.28.28.91.91,0,0,1,1,0H26.45a.93.93,0,0,1,.7.28.91.91,0,0,1,.28.7V3.43a1,1,0,0,1-1,1ZM1,14.2a.94.94,0,0,1-1-1V10.78a.94.94,0,0,1,1-1H26.45a.94.94,0,0,1,1,1v2.44a.94.94,0,0,1-1,1ZM1,24a.91.91,0,0,1-.7-.28A.91.91,0,0,1,0,23V20.57a.93.93,0,0,1,.28-.7.91.91,0,0,1,.7-.28H18.45a1,1,0,0,1,1,1V23a.91.91,0,0,1-.28.7.93.93,0,0,1-.7.28Z"></path></symbol><symbol id="fa-bell" viewBox="0 0 21 24"><path d="M21,18a1.5,1.5,0,0,1-1.5,1.5H1.5A1.5,1.5,0,0,1,.4,17C1.31,16,3,14.55,3,9.75A7.39,7.39,0,0,1,9,2.48v-1a1.5,1.5,0,0,1,3,0v1a7.41,7.41,0,0,1,6,7.27c0,4.8,1.69,6.26,2.6,7.23A1.48,1.48,0,0,1,21,18ZM7.5,21h6a3,3,0,0,1-6,0Z"></path></symbol><symbol id="fa-bookmark" viewBox="0 0 18 24"><path d="M0,2.25A2.25,2.25,0,0,1,2.25,0h13.5A2.25,2.25,0,0,1,18,2.25V24L9,18.75,0,24Z"></path></symbol><symbol id="fa-link" viewBox="0 0 36 36"><path d="M22.99,28.12c-0.01,0.01-0.02,0.02-0.02,0.03l-4.73,4.73c-4.17,4.17-10.95,4.17-15.11,0c-4.17-4.17-4.17-10.95,0-15.12 l2.61-2.61c0.69-0.69,1.88-0.23,1.92,0.75c0.05,1.25,0.27,2.5,0.68,3.71c0.14,0.41,0.04,0.86-0.27,1.17l-0.92,0.92 c-1.97,1.97-2.03,5.18-0.08,7.17c1.97,2.01,5.21,2.02,7.2,0.04l4.72-4.72c1.98-1.98,1.98-5.19,0-7.16 c-0.26-0.26-0.52-0.46-0.73-0.6c-0.26-0.18-0.47-0.57-0.49-0.89c-0.03-0.74,0.24-1.51,0.82-2.1l1.48-1.48 c0.39-0.39,1-0.44,1.45-0.12c0.43,0.3,1.07,0.84,1.44,1.21C27.17,17.24,27.11,23.98,22.99,28.12z M32.87,18.24l-2.61,2.61 c-0.69,0.69-1.88,0.23-1.92-0.75c-0.05-1.25-0.27-2.5-0.68-3.71c-0.14-0.41-0.04-0.86,0.27-1.17l0.92-0.92 c1.97-1.97,2.03-5.18,0.08-7.17c-1.97-2.01-5.21-2.02-7.19-0.04l-4.72,4.72c-1.98,1.98-1.98,5.19,0,7.16 c0.26,0.26,0.52,0.46,0.73,0.6c0.26,0.18,0.47,0.57,0.49,0.89c0.03,0.74-0.24,1.51-0.82,2.1l-1.48,1.48 c-0.39,0.39-1,0.44-1.45,0.12c-0.43-0.3-1.07-0.84-1.44-1.21c-4.2-4.21-4.14-10.95-0.02-15.09c0.01-0.01,0.02-0.02,0.02-0.03 l4.73-4.73c4.17-4.17,10.95-4.17,15.12,0C37.04,7.29,37.04,14.07,32.87,18.24z"></path></symbol><symbol id="fa-quote" viewBox="0 0 27.43 24"><path d="M12,14.57v6.86A2.57,2.57,0,0,1,9.43,24H2.57A2.57,2.57,0,0,1,0,21.43V8.57A8.57,8.57,0,0,1,8.57,0H9a1.29,1.29,0,0,1,1.29,1.29V3.86A1.29,1.29,0,0,1,9,5.15H8.57A3.44,3.44,0,0,0,5.14,8.58V12H9.43A2.57,2.57,0,0,1,12,14.57Zm15.43,0v6.86A2.57,2.57,0,0,1,24.86,24H18a2.57,2.57,0,0,1-2.57-2.57V8.57A8.57,8.57,0,0,1,24,0h.43a1.29,1.29,0,0,1,1.29,1.29V3.86a1.29,1.29,0,0,1-1.29,1.29H24a3.44,3.44,0,0,0-3.43,3.43V12h4.29A2.57,2.57,0,0,1,27.43,14.57Z"></path></symbol><symbol id="information" viewBox="0 0 36 36"><path d="M18,0c3.24,0,6.24,0.81,9,2.43S31.95,6.24,33.57,9c1.62,2.76,2.43,5.76,2.43,9s-0.81,6.24-2.43,9 c-1.62,2.76-3.81,4.95-6.57,6.57C24.24,35.19,21.24,36,18,36s-6.24-0.81-9-2.43C6.24,31.95,4.05,29.76,2.43,27S0,21.24,0,18 s0.81-6.24,2.43-9S6.24,4.05,9,2.43S14.76,0,18,0z M22.06,26.42v-1.74c0-0.24-0.08-0.45-0.25-0.62s-0.38-0.25-0.62-0.25h-0.87v-7.26 c0-0.24-0.08-0.45-0.25-0.62s-0.38-0.25-0.62-0.25h-4.65c-0.24,0-0.45,0.08-0.62,0.25s-0.25,0.38-0.25,0.62v1.74 c0,0.24,0.08,0.45,0.25,0.62c0.17,0.17,0.38,0.25,0.62,0.25h0.87v4.65h-0.87c-0.24,0-0.45,0.08-0.62,0.25s-0.25,0.38-0.25,0.62v1.74 c0,0.24,0.08,0.45,0.25,0.62c0.17,0.17,0.38,0.25,0.62,0.25h6.39c0.24,0,0.45-0.08,0.62-0.25C21.98,26.87,22.06,26.66,22.06,26.42z M18,7.98c-0.82,0-1.54,0.3-2.14,0.91c-0.6,0.6-0.91,1.32-0.91,2.14s0.3,1.54,0.91,2.14c0.6,0.6,1.32,0.91,2.14,0.91 s1.54-0.3,2.14-0.91c0.6-0.6,0.91-1.32,0.91-2.14s-0.3-1.54-0.91-2.14C19.54,8.29,18.82,7.98,18,7.98z"></path></symbol><symbol id="open-access" viewBox="0 0 22.7 36"><path d="M11.4,21.5c-1.8,0-3.2,1.4-3.2,3.2s1.4,3.2,3.2,3.2c1.8,0,3.2-1.4,3.2-3.2S13.1,21.5,11.4,21.5z M21.8,20.2 c-0.2-0.5-0.5-1.1-0.8-1.6v-9c0-2.6-1-5-2.8-6.8C16.4,1,13.9,0,11.4,0h0c-2.6,0-5,1-6.8,2.8C2.7,4.6,1.7,7.1,1.7,9.6v1.3h3.9V9.6 c0-1.5,0.6-3,1.7-4.1c1.1-1.1,2.5-1.7,4.1-1.7h0c3.2,0,5.8,2.6,5.8,5.8v5.3c-0.4-0.3-0.9-0.5-1.4-0.7c-1.4-0.6-2.9-0.9-4.4-0.9 c-1.5,0-3,0.3-4.4,0.9c-1.4,0.6-2.6,1.4-3.6,2.4c-1,1-1.9,2.3-2.4,3.6C0.3,21.6,0,23.1,0,24.6c0,1.5,0.3,3,0.9,4.4 c0.6,1.4,1.4,2.6,2.4,3.6c1,1,2.3,1.9,3.6,2.4c1.4,0.6,2.9,0.9,4.4,0.9c1.5,0,3-0.3,4.4-0.9c1.4-0.6,2.6-1.4,3.6-2.4 c1-1,1.9-2.3,2.4-3.6c0.6-1.4,0.9-2.9,0.9-4.4C22.7,23.1,22.4,21.6,21.8,20.2z M11.4,32.1c-4.1,0-7.5-3.4-7.5-7.5s3.4-7.5,7.5-7.5 s7.5,3.4,7.5,7.5S15.5,32.1,11.4,32.1z"></path></symbol><symbol id="scorecard-highly-influential" viewBox="0 0 16.5 24"><path d="M8.22,0a8.25,8.25,0,0,1,6.24,13.68A13.47,13.47,0,0,0,12,18v0H4.49v0A13.39,13.39,0,0,0,2,13.68,8.25,8.25,0,0,1,8.22,0ZM9,3.75A.76.76,0,0,0,8.25,3,5.26,5.26,0,0,0,3,8.25a.75.75,0,0,0,1.5,0A3.75,3.75,0,0,1,8.25,4.5.76.76,0,0,0,9,3.75ZM4.5,19.5H12v1.8a1.75,1.75,0,0,1-.25.83l-.8,1.2A1.69,1.69,0,0,1,9.7,24H6.8a1.69,1.69,0,0,1-1.25-.67l-.8-1.2a1.55,1.55,0,0,1-.25-.83Z"></path></symbol><symbol id="search-small" viewBox="0 0 36 36"><path d="M25.73,22.64H24.1l-0.58-0.56c2.02-2.35,3.23-5.39,3.23-8.71C26.76,5.99,20.77,0,13.38,0S0,5.99,0,13.38 s5.99,13.38,13.38,13.38c3.31,0,6.36-1.21,8.71-3.23l0.56,0.58v1.63L32.93,36L36,32.93L25.73,22.64z M13.38,22.64 c-5.13,0-9.26-4.14-9.26-9.26s4.14-9.26,9.26-9.26s9.26,4.14,9.26,9.26S18.5,22.64,13.38,22.64z"></path></symbol><symbol id="semantic-reader" viewBox="138 138 157 157"><path d="M274.06,162.15a10.14,10.14,0,0,1,1.8.17,9.43,9.43,0,0,1,7.61,9.15v0a9.42,9.42,0,0,1-7.64,9.15,9.56,9.56,0,0,1-1.77.17H171.52a29.37,29.37,0,0,0,1.55-9.21v-.26a29.37,29.37,0,0,0-1.55-9.21H274.06m-119.63-10c-.27,0-1.43,0-1.73.75a1.36,1.36,0,0,0,.52,1.76,19.4,19.4,0,0,1,9.85,16.77v.12a19.39,19.39,0,0,1-9.85,16.77,1.36,1.36,0,0,0-.52,1.76c.3.71,1.46.75,1.73.75H274.06a19.4,19.4,0,0,0,19.41-19.28v-.12a19.4,19.4,0,0,0-19.41-19.28H154.43Z" fill="#F4D35E" stroke-linecap="round" stroke-linejoin="round"></path><path d="M278.3,206.76h0m-17.4,0a29.1,29.1,0,0,0-1.56,9.22v.25a29,29,0,0,0,1.56,9.21H158.35a9.11,9.11,0,0,1-1.79-.17,9.41,9.41,0,0,1-7.61-9.14v0a9.42,9.42,0,0,1,7.63-9.15,9.56,9.56,0,0,1,1.77-.17H260.9m17.08-10H158.35a18.49,18.49,0,0,0-3.67.36A19.39,19.39,0,0,0,139,216.05v.12a19.4,19.4,0,0,0,19.4,19.28H278c.28,0,1.44-.05,1.73-.76a1.35,1.35,0,0,0-.52-1.76,19.41,19.41,0,0,1-9.85-16.77v-.12a19.43,19.43,0,0,1,9.85-16.77,1.34,1.34,0,0,0,.52-1.75c-.29-.72-1.45-.76-1.73-.76Z" fill="#1857B6" stroke-linecap="round" stroke-linejoin="round"></path><path d="M274.06,251.58a9.31,9.31,0,0,1,1.8.18,9.42,9.42,0,0,1,7.61,9.14V261a9.44,9.44,0,0,1-7.64,9.15,9.56,9.56,0,0,1-1.77.17H171.52a29.43,29.43,0,0,0,1.55-9.22v-.25a29.38,29.38,0,0,0-1.55-9.22H274.06m-119.63-10c-.27,0-1.43,0-1.73.76a1.36,1.36,0,0,0,.52,1.76,19.39,19.39,0,0,1,9.85,16.76V261a19.37,19.37,0,0,1-9.85,16.76,1.37,1.37,0,0,0-.52,1.76c.3.71,1.46.76,1.73.76H274.06A19.46,19.46,0,0,0,293.47,261v-.13a19.46,19.46,0,0,0-19.41-19.28H154.43Z" fill="#0F3875" stroke-linecap="round" stroke-linejoin="round"></path></symbol></svg></div> <style>#app { display: initial; }</style> <script></script> <script type="text/javascript" id="hs-script-loader" async defer src="//js.hs-scripts.com/5910970.js"></script> <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-592W6WL" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript> <script>var DATA = '%5B%7B%22actionType%22%3A%22API_REQUEST_COMPLETE%22%2C%22requestType%22%3A%22GQL__TOTAL_PAPER_COUNT%22%2C%22resultData%22%3A%7B%22data%22%3A%7B%22corpusInfo%22%3A%7B%22paperCount%22%3A222812163%7D%7D%7D%2C%22path%22%3A%22%2Fgraphql%22%2C%22requestId%22%3A43420%2C%22pathParams%22%3A%7B%7D%2C%22responseStatus%22%3A200%2C%22context%22%3A%7B%22variables%22%3A%7B%7D%7D%7D%2C%7B%22actionType%22%3A%22API_REQUEST_COMPLETE%22%2C%22requestType%22%3A%22PAPER_DETAIL%22%2C%22resultData%22%3A%7B%22responseType%22%3A%22PAPER_DETAIL%22%2C%22paper%22%3A%7B%22id%22%3A%2239dc3b78ca88ce661a669fbbe331c589bceadb6a%22%2C%22corpusId%22%3A235367988%2C%22title%22%3A%7B%22text%22%3A%22Federated%20Hyperparameter%20Tuning%3A%20Challenges%2C%20Baselines%2C%20and%20Connections%20to%20Weight-Sharing%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Federated-Hyperparameter-Tuning%3A-Challenges%2C-and-to-Khodak-Tu%22%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Tuning%20hyperparameters%20is%20a%20crucial%20but%20arduous%20part%20of%20the%20machine%20learning%20pipeline.%20Hyperparameter%20optimization%20is%20even%20more%20challenging%20in%20federated%20learning%2C%20where%20models%20are%20learned%20over%20a%20distributed%20network%20of%20heterogeneous%20devices%3B%20here%2C%20the%20need%20to%20keep%20data%20on%20device%20and%20perform%20local%20training%20makes%20it%20difficult%20to%20efficiently%20train%20and%20evaluate%20configurations.%20In%20this%20work%2C%20we%20investigate%20the%20problem%20of%20federated%20hyperparameter%20tuning.%20We%20first%20identify%20key%20challenges%20and%20show%20how%20standard%20approaches%20may%20be%20adapted%20to%20form%20baselines%20for%20the%20federated%20setting.%20Then%2C%20by%20making%20a%20novel%20connection%20to%20the%20neural%20architecture%20search%20technique%20of%20weight-sharing%2C%20we%20introduce%20a%20new%20method%2C%20FedEx%2C%20to%20accelerate%20federated%20hyperparameter%20tuning%20that%20is%20applicable%20to%20widely-used%20federated%20optimization%20methods%20such%20as%20FedAvg%20and%20recent%20variants.%20Theoretically%2C%20we%20show%20that%20a%20FedEx%20variant%20correctly%20tunes%20the%20on-device%20learning%20rate%20in%20the%20setting%20of%20online%20convex%20optimization%20across%20devices.%20Empirically%2C%20we%20show%20that%20FedEx%20can%20outperform%20natural%20baselines%20for%20federated%20hyperparameter%20tuning%20by%20several%20percentage%20points%20on%20the%20Shakespeare%2C%20FEMNIST%2C%20and%20CIFAR-10%20benchmarks%2C%20obtaining%20higher%20accuracy%20using%20the%20same%20training%20budget.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22paperAbstractTruncated%22%3A%22Tuning%20hyperparameters%20is%20a%20crucial%20but%20arduous%20part%20of%20the%20machine%20learning%20pipeline.%20Hyperparameter%20optimization%20is%20ev...%22%2C%22tldr%22%3A%7B%22text%22%3A%22A%20new%20method%20is%20introduced%2C%20FedEx%2C%20to%20accelerate%20federated%20hyperparameter%20tuning%20that%20is%20applicable%20to%20widely-used%20federated%20optimization%20methods%20such%20as%20FedAvg%20and%20recent%20variants%20and%20correctly%20tunes%20the%20on-device%20learning%20rate%20in%20the%20setting%20of%20online%20convex%20optimization%20across%20devices.%22%2C%22abstractSimilarityScore%22%3A1%7D%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22M.%20Khodak%22%2C%22ids%22%3A%5B%2210398264%22%5D%2C%22slug%22%3A%22M.-Khodak%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Mikhail%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Khodak%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22M.%20Khodak%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Renbo%20Tu%22%2C%22ids%22%3A%5B%2241021281%22%5D%2C%22slug%22%3A%22Renbo-Tu%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Renbo%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Tu%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Renbo%20Tu%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Tian%20Li%22%2C%22ids%22%3A%5B%222118910109%22%5D%2C%22slug%22%3A%22Tian-Li%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Tian%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Li%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Tian%20Li%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Liam%20Li%22%2C%22ids%22%3A%5B%2251517360%22%5D%2C%22slug%22%3A%22Liam-Li%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Liam%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Li%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Liam%20Li%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Maria-Florina%20Balcan%22%2C%22ids%22%3A%5B%221745410%22%5D%2C%22slug%22%3A%22Maria-Florina-Balcan%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Maria-Florina%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Balcan%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Maria-Florina%20Balcan%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Virginia%20Smith%22%2C%22ids%22%3A%5B%22145260024%22%5D%2C%22slug%22%3A%22Virginia-Smith%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Virginia%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Smith%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Virginia%20Smith%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Ameet%20Talwalkar%22%2C%22ids%22%3A%5B%22145532827%22%5D%2C%22slug%22%3A%22Ameet-Talwalkar%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Ameet%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Talwalkar%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Ameet%20Talwalkar%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22structuredAuthors%22%3A%5B%7B%22firstName%22%3A%22Mikhail%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Khodak%22%7D%2C%7B%22firstName%22%3A%22Renbo%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Tu%22%7D%2C%7B%22firstName%22%3A%22Tian%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Li%22%7D%2C%7B%22firstName%22%3A%22Liam%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Li%22%7D%2C%7B%22firstName%22%3A%22Maria-Florina%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Balcan%22%7D%2C%7B%22firstName%22%3A%22Virginia%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Smith%22%7D%2C%7B%22firstName%22%3A%22Ameet%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Talwalkar%22%7D%5D%2C%22year%22%3A%7B%22text%22%3A%222021%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venue%22%3A%7B%22text%22%3A%22Neural%20Information%20Processing%20Systems%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%22d9720b90-d60b-48bc-9df8-87a30b9a60dd%22%2C%22citationContexts%22%3A%5B%5D%2C%22citationStats%22%3A%7B%22citedByBuckets%22%3A%5B%7B%22startKey%22%3A2021%2C%22endKey%22%3A2021%2C%22count%22%3A4%7D%2C%7B%22startKey%22%3A2022%2C%22endKey%22%3A2022%2C%22count%22%3A22%7D%2C%7B%22startKey%22%3A2023%2C%22endKey%22%3A2023%2C%22count%22%3A24%7D%2C%7B%22startKey%22%3A2024%2C%22endKey%22%3A2024%2C%22count%22%3A20%7D%5D%2C%22keyCitedByBuckets%22%3A%5B%5D%2C%22numCitations%22%3A70%2C%22estNumCitations%22%3A80.73753654370961%2C%22numReferences%22%3A64%2C%22numKeyCitations%22%3A13%2C%22numKeyReferences%22%3A5%2C%22numViewableReferences%22%3A64%2C%22keyCitationRate%22%3A0.18571428571428572%2C%22citationVelocity%22%3A22%2C%22citationAcceleration%22%3A-0.16666666666666666%2C%22firstCitationVelocityYear%22%3A2022%2C%22lastCitationVelocityYear%22%3A2024%7D%2C%22earliestAcquisitionsDate%22%3A1623201376.391%2C%22journal%22%3A%7B%22pages%22%3A%2219184-19197%22%7D%2C%22links%22%3A%5B%7B%22url%22%3A%22https%3A%2F%2Farxiv.org%2Fpdf%2F2106.04502.pdf%22%2C%22linkType%22%3A%22arxiv%22%7D%5D%2C%22primaryPaperLink%22%3A%7B%22url%22%3A%22https%3A%2F%2Farxiv.org%2Fpdf%2F2106.04502.pdf%22%2C%22linkType%22%3A%22arxiv%22%7D%2C%22alternatePaperLinks%22%3A%5B%5D%2C%22entities%22%3A%5B%5D%2C%22entityRelations%22%3A%5B%5D%2C%22faqs%22%3A%5B%5D%2C%22scorecardStats%22%3A%5B%7B%22typeKey%22%3A%22cited_by%22%2C%22citationCount%22%3A70%2C%22keyCitationCount%22%3A13%2C%22citationIntentCount%22%3A%7B%22background%22%3A40%2C%22methodology%22%3A29%2C%22result%22%3A3%7D%2C%22score%22%3A10%7D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22pubDate%22%3A%222021-06-08%22%2C%22pubUpdateDate%22%3A%222021-11-04%22%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%22citedPapers%22%3A%7B%22citationType%22%3A%22citedPapers%22%2C%22citations%22%3A%5B%7B%22id%22%3A%22b62fcd6f4ee4e0245e43e954a3a26dc3d3274e1f%22%2C%22corpusId%22%3A209515913%2C%22title%22%3A%7B%22text%22%3A%22Robust%20Federated%20Learning%20Through%20Representation%20Matching%20and%20Adaptive%20Hyper-parameters%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Robust-Federated-Learning-Through-Representation-Mostafa%22%2C%22venue%22%3A%7B%22text%22%3A%22ArXiv%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%221901e811-ee72-4b20-8f7e-de08cd395a10%22%2C%22year%22%3A2019%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22H.%20Mostafa%22%2C%22ids%22%3A%5B%2234516897%22%5D%2C%22slug%22%3A%22H.-Mostafa%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Hesham%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Mostafa%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22H.%20Mostafa%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A29%2C%22numCitedBy%22%3A36%2C%22citationContexts%22%3A%5B%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20learning%20is%20a%20distributed%2C%20privacy-aware%20learning%20scenario%20which%20trains%20a%20single%20model%20on%20data%20belonging%20to%20several%20clients.%20Each%20client%20trains%20a%20local%20model%20on%20its%20data%20and%20the%20local%20models%20are%20then%20aggregated%20by%20a%20central%20party.%20Current%20federated%20learning%20methods%20struggle%20in%20cases%20with%20heterogeneous%20client-side%20data%20distributions%20which%20can%20quickly%20lead%20to%20divergent%20local%20models%20and%20a%20collapse%20in%20performance.%20Careful%20hyper-parameter%20tuning%20is%20particularly%20important%20in%20these%20cases%20but%20traditional%20automated%20hyper-parameter%20tuning%20methods%20would%20require%20several%20training%20trials%20which%20is%20often%20impractical%20in%20a%20federated%20learning%20setting.%20We%20describe%20a%20two-pronged%20solution%20to%20the%20issues%20of%20robustness%20and%20hyper-parameter%20tuning%20in%20federated%20learning%20settings.%20We%20propose%20a%20novel%20representation%20matching%20scheme%20that%20reduces%20the%20divergence%20of%20local%20models%20by%20ensuring%20the%20feature%20representations%20in%20the%20global%20(aggregate)%20model%20can%20be%20derived%20from%20the%20locally%20learned%20representations.%20We%20also%20propose%20an%20online%20hyper-parameter%20tuning%20scheme%20which%20uses%20an%20online%20version%20of%20the%20REINFORCE%20algorithm%20to%20find%20a%20hyper-parameter%20distribution%20that%20maximizes%20the%20expected%20improvements%20in%20training%20loss.%20We%20show%20on%20several%20benchmarks%20that%20our%20two-part%20scheme%20of%20local%20representation%20matching%20and%20global%20adaptive%20hyper-parameters%20significantly%20improves%20performance%20and%20training%20robustness.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22A%20novel%20representation%20matching%20scheme%20that%20reduces%20the%20divergence%20of%20local%20models%20by%20ensuring%20the%20feature%20representations%20in%20the%20global%20(aggregate)%20model%20can%20be%20derived%20from%20the%20locally%20learned%20representations%20and%20an%20online%20hyper-parameter%20tuning%20scheme%20which%20uses%20an%20online%20version%20of%20the%20REINFORCE%20algorithm%20to%20find%20a%20hyper-%20parameter%20distribution%20that%20maximizes%20the%20expected%20improvements%20in%20training%20loss.%22%2C%22abstractSimilarityScore%22%3A45%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22743bb270d501bb4c4c2760ee68f8864344c83114%22%2C%22corpusId%22%3A203591432%2C%22title%22%3A%7B%22text%22%3A%22Improving%20Federated%20Learning%20Personalization%20via%20Model%20Agnostic%20Meta%20Learning%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Improving-Federated-Learning-Personalization-via-Jiang-Konecn%C3%BD%22%2C%22venue%22%3A%7B%22text%22%3A%22ArXiv%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%221901e811-ee72-4b20-8f7e-de08cd395a10%22%2C%22year%22%3A2019%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Yihan%20Jiang%22%2C%22ids%22%3A%5B%229808549%22%5D%2C%22slug%22%3A%22Yihan-Jiang%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Yihan%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Jiang%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Yihan%20Jiang%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Jakub%20Konecn%C3%BD%22%2C%22ids%22%3A%5B%2232139366%22%5D%2C%22slug%22%3A%22Jakub-Konecn%C3%BD%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Jakub%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Konecn%C3%BD%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Jakub%20Konecn%C3%BD%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Keith%20Rush%22%2C%22ids%22%3A%5B%221387453057%22%5D%2C%22slug%22%3A%22Keith-Rush%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Keith%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Rush%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Keith%20Rush%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Sreeram%20Kannan%22%2C%22ids%22%3A%5B%222314388218%22%5D%2C%22slug%22%3A%22Sreeram-Kannan%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Sreeram%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Kannan%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Sreeram%20Kannan%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A25%2C%22numCitedBy%22%3A530%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22We%20tune%20several%20hyperparameters%20of%20both%20aggregation%20and%20local%20training%3B%20for%20the%20former%20we%20tune%20the%20server%20learning%20rate%20schedule%20and%20momentum%2C%20found%20to%20be%20helpful%20for%20personalization%20%5B17%5D%3B%20for%20the%20latter%20we%20tune%20the%20learning%20rate%2C%20momentum%2C%20weight-decay%2C%20the%20number%20of%20local%20epochs%2C%20the%20batch-size%2C%20dropout%2C%20and%20proximal%20regularization.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A183%2C%22end%22%3A187%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Methodologically%2C%20our%20approach%20draws%20on%20the%20fact%20that%20local%20training-based%20methods%20such%20as%20FedAvg%20can%20be%20viewed%20as%20optimizing%20a%20surrogate%20objective%20for%20personalization%20%5B20%5D%2C%20and%20more%20broadly%20leverages%20the%20similarity%20of%20the%20personalized%20FL%20setup%20and%20initialization-based%20meta-learning%20%5B6%2C%2011%2C%2017%2C%2025%5D.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A284%2C%22end%22%3A299%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20Learning%20(FL)%20refers%20to%20learning%20a%20high%20quality%20global%20model%20based%20on%20decentralized%20data%20storage%2C%20without%20ever%20copying%20the%20raw%20data.%20A%20natural%20scenario%20arises%20with%20data%20created%20on%20mobile%20phones%20by%20the%20activity%20of%20their%20users.%20Given%20the%20typical%20data%20heterogeneity%20in%20such%20situations%2C%20it%20is%20natural%20to%20ask%20how%20can%20the%20global%20model%20be%20personalized%20for%20every%20such%20device%2C%20individually.%20In%20this%20work%2C%20we%20point%20out%20that%20the%20setting%20of%20Model%20Agnostic%20Meta%20Learning%20(MAML)%2C%20where%20one%20optimizes%20for%20a%20fast%2C%20gradient-based%2C%20few-shot%20adaptation%20to%20a%20heterogeneous%20distribution%20of%20tasks%2C%20has%20a%20number%20of%20similarities%20with%20the%20objective%20of%20personalization%20for%20FL.%20We%20present%20FL%20as%20a%20natural%20source%20of%20practical%20applications%20for%20MAML%20algorithms%2C%20and%20make%20the%20following%20observations.%201)%20The%20popular%20FL%20algorithm%2C%20Federated%20Averaging%2C%20can%20be%20interpreted%20as%20a%20meta%20learning%20algorithm.%202)%20Careful%20fine-tuning%20can%20yield%20a%20global%20model%20with%20higher%20accuracy%2C%20which%20is%20at%20the%20same%20time%20easier%20to%20personalize.%20However%2C%20solely%20optimizing%20for%20the%20global%20model%20accuracy%20yields%20a%20weaker%20personalization%20result.%203)%20A%20model%20trained%20using%20a%20standard%20datacenter%20optimization%20method%20is%20much%20harder%20to%20personalize%2C%20compared%20to%20one%20trained%20using%20Federated%20Averaging%2C%20supporting%20the%20first%20claim.%20These%20results%20raise%20new%20questions%20for%20FL%2C%20MAML%2C%20and%20broader%20ML%20research.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20points%20out%20that%20the%20setting%20of%20Model%20Agnostic%20Meta%20Learning%20(MAML)%2C%20where%20one%20optimizes%20for%20a%20fast%2C%20gradient-based%2C%20few-shot%20adaptation%20to%20a%20heterogeneous%20distribution%20of%20tasks%2C%20has%20a%20number%20of%20similarities%20with%20the%20objective%20of%20personalization%20for%20FL.%22%2C%22abstractSimilarityScore%22%3A42%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%225a3d70689925df014c46d1cd50dfc8a368cb4c86%22%2C%22corpusId%22%3A235614315%2C%22title%22%3A%7B%22text%22%3A%22Federated%20Learning%20Based%20on%20Dynamic%20Regularization%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Federated-Learning-Based-on-Dynamic-Regularization-Acar-Zhao%22%2C%22venue%22%3A%7B%22text%22%3A%22ICLR%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%22939c6e1d-0d17-4d6e-8a82-66d960df0e40%22%2C%22year%22%3A2021%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22D.%20A.%20E.%20Acar%22%2C%22ids%22%3A%5B%222064126184%22%5D%2C%22slug%22%3A%22D.-A.-E.-Acar%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Durmus%22%2C%22middleNames%22%3A%5B%22Alp%22%2C%22Emre%22%5D%2C%22lastName%22%3A%22Acar%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22D.%20A.%20E.%20Acar%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Yue%20Zhao%22%2C%22ids%22%3A%5B%222116811326%22%5D%2C%22slug%22%3A%22Yue-Zhao%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Yue%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Zhao%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Yue%20Zhao%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Ramon%20Matas%20Navarro%22%2C%22ids%22%3A%5B%222052451299%22%5D%2C%22slug%22%3A%22Ramon-Matas-Navarro%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Ramon%22%2C%22middleNames%22%3A%5B%22Matas%22%5D%2C%22lastName%22%3A%22Navarro%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Ramon%20Matas%20Navarro%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Matthew%20Mattina%22%2C%22ids%22%3A%5B%2239045061%22%5D%2C%22slug%22%3A%22Matthew-Mattina%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Matthew%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Mattina%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Matthew%20Mattina%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22P.%20Whatmough%22%2C%22ids%22%3A%5B%223313708%22%5D%2C%22slug%22%3A%22P.-Whatmough%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Paul%22%2C%22middleNames%22%3A%5B%22N.%22%5D%2C%22lastName%22%3A%22Whatmough%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22P.%20Whatmough%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Venkatesh%20Saligrama%22%2C%22ids%22%3A%5B%221699322%22%5D%2C%22slug%22%3A%22Venkatesh-Saligrama%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Venkatesh%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Saligrama%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Venkatesh%20Saligrama%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A41%2C%22numCitedBy%22%3A653%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22As%20detailed%20in%20the%20appendix%2C%20many%20FL%20methods%20can%20be%20decomposed%20this%20way%2C%20including%20well-known%20ones%20such%20as%20FedAvg%20%5B36%5D%2C%20FedProx%20%5B31%5D%2C%20SCAFFOLD%20%5B19%5D%2C%20and%20Reptile%20%5B39%5D%20as%20well%20as%20more%20recent%20methods%20%5B1%2C%202%2C%2029%5D.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A197%2C%22end%22%3A207%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22We%20propose%20a%20novel%20federated%20learning%20method%20for%20distributively%20training%20neural%20network%20models%2C%20where%20the%20server%20orchestrates%20cooperation%20between%20a%20subset%20of%20randomly%20chosen%20devices%20in%20each%20round.%20We%20view%20Federated%20Learning%20problem%20primarily%20from%20a%20communication%20perspective%20and%20allow%20more%20device%20level%20computations%20to%20save%20transmission%20costs.%20We%20point%20out%20a%20fundamental%20dilemma%2C%20in%20that%20the%20minima%20of%20the%20local-device%20level%20empirical%20loss%20are%20inconsistent%20with%20those%20of%20the%20global%20empirical%20loss.%20Different%20from%20recent%20prior%20works%2C%20that%20either%20attempt%20inexact%20minimization%20or%20utilize%20devices%20for%20parallelizing%20gradient%20computation%2C%20we%20propose%20a%20dynamic%20regularizer%20for%20each%20device%20at%20each%20round%2C%20so%20that%20in%20the%20limit%20the%20global%20and%20device%20solutions%20are%20aligned.%20We%20demonstrate%20both%20through%20empirical%20results%20on%20real%20and%20synthetic%20data%20as%20well%20as%20analytical%20results%20that%20our%20scheme%20leads%20to%20efficient%20training%2C%20in%20both%20convex%20and%20non-convex%20settings%2C%20while%20being%20fully%20agnostic%20to%20device%20heterogeneity%20and%20robust%20to%20large%20number%20of%20devices%2C%20partial%20participation%20and%20unbalanced%20data.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20proposes%20a%20novel%20federated%20learning%20method%20for%20distributively%20training%20neural%20network%20models%2C%20where%20the%20server%20orchestrates%20cooperation%20between%20a%20subset%20of%20randomly%20chosen%20devices%20in%20each%20round%2C%20using%20a%20dynamic%20regularizer%20for%20each%20device%20at%20each%20round.%22%2C%22abstractSimilarityScore%22%3A83%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22f7e7eb69db25df3e9efa1fc2cb3e2f2d6537580d%22%2C%22corpusId%22%3A211171538%2C%22title%22%3A%7B%22text%22%3A%22Personalized%20Federated%20Learning%3A%20A%20Meta-Learning%20Approach%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Personalized-Federated-Learning%3A-A-Meta-Learning-Fallah-Mokhtari%22%2C%22venue%22%3A%7B%22text%22%3A%22ArXiv%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%221901e811-ee72-4b20-8f7e-de08cd395a10%22%2C%22year%22%3A2020%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Alireza%20Fallah%22%2C%22ids%22%3A%5B%22113441545%22%5D%2C%22slug%22%3A%22Alireza-Fallah%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Alireza%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Fallah%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Alireza%20Fallah%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Aryan%20Mokhtari%22%2C%22ids%22%3A%5B%222706423%22%5D%2C%22slug%22%3A%22Aryan-Mokhtari%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Aryan%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Mokhtari%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Aryan%20Mokhtari%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22A.%20Ozdaglar%22%2C%22ids%22%3A%5B%22145744184%22%5D%2C%22slug%22%3A%22A.-Ozdaglar%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Asuman%22%2C%22middleNames%22%3A%5B%22E.%22%5D%2C%22lastName%22%3A%22Ozdaglar%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22A.%20Ozdaglar%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A50%2C%22numCitedBy%22%3A508%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22Methodologically%2C%20our%20approach%20draws%20on%20the%20fact%20that%20local%20training-based%20methods%20such%20as%20FedAvg%20can%20be%20viewed%20as%20optimizing%20a%20surrogate%20objective%20for%20personalization%20%5B20%5D%2C%20and%20more%20broadly%20leverages%20the%20similarity%20of%20the%20personalized%20FL%20setup%20and%20initialization-based%20meta-learning%20%5B6%2C%2011%2C%2017%2C%2025%5D.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A284%2C%22end%22%3A299%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22In%20Federated%20Learning%2C%20we%20aim%20to%20train%20models%20across%20multiple%20computing%20units%20(users)%2C%20while%20users%20can%20only%20communicate%20with%20a%20common%20central%20server%2C%20without%20exchanging%20their%20data%20samples.%20This%20mechanism%20exploits%20the%20computational%20power%20of%20all%20users%20and%20allows%20users%20to%20obtain%20a%20richer%20model%20as%20their%20models%20are%20trained%20over%20a%20larger%20set%20of%20data%20points.%20However%2C%20this%20scheme%20only%20develops%20a%20common%20output%20for%20all%20the%20users%2C%20and%2C%20therefore%2C%20it%20does%20not%20adapt%20the%20model%20to%20each%20user.%20This%20is%20an%20important%20missing%20feature%2C%20especially%20given%20the%20heterogeneity%20of%20the%20underlying%20data%20distribution%20for%20various%20users.%20In%20this%20paper%2C%20we%20study%20a%20personalized%20variant%20of%20the%20federated%20learning%20in%20which%20our%20goal%20is%20to%20find%20an%20initial%20shared%20model%20that%20current%20or%20new%20users%20can%20easily%20adapt%20to%20their%20local%20dataset%20by%20performing%20one%20or%20a%20few%20steps%20of%20gradient%20descent%20with%20respect%20to%20their%20own%20data.%20This%20approach%20keeps%20all%20the%20benefits%20of%20the%20federated%20learning%20architecture%2C%20and%2C%20by%20structure%2C%20leads%20to%20a%20more%20personalized%20model%20for%20each%20user.%20We%20show%20this%20problem%20can%20be%20studied%20within%20the%20Model-Agnostic%20Meta-Learning%20(MAML)%20framework.%20Inspired%20by%20this%20connection%2C%20we%20study%20a%20personalized%20variant%20of%20the%20well-known%20Federated%20Averaging%20algorithm%20and%20evaluate%20its%20performance%20in%20terms%20of%20gradient%20norm%20for%20non-convex%20loss%20functions.%20Further%2C%20we%20characterize%20how%20this%20performance%20is%20affected%20by%20the%20closeness%20of%20underlying%20distributions%20of%20user%20data%2C%20measured%20in%20terms%20of%20distribution%20distances%20such%20as%20Total%20Variation%20and%201-Wasserstein%20metric.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22A%20personalized%20variant%20of%20the%20well-known%20Federated%20Averaging%20algorithm%20is%20studied%20and%20its%20performance%20is%20characterized%20by%20the%20closeness%20of%20underlying%20distributions%20of%20user%20data%2C%20measured%20in%20terms%20of%20distribution%20distances%20such%20as%20Total%20Variation%20and%201-Wasserstein%20metric.%22%2C%22abstractSimilarityScore%22%3A42%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%222088a23846f5ab9358f3e56c98dab6ed1cfb8be6%22%2C%22corpusId%22%3A218673968%2C%22title%22%3A%7B%22text%22%3A%22Federated%20Neural%20Architecture%20Search%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Federated-Neural-Architecture-Search-Yuan-Xu%22%2C%22venue%22%3A%7B%22text%22%3A%22%22%2C%22fragments%22%3A%5B%5D%7D%2C%22year%22%3A2020%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Jinliang%20Yuan%22%2C%22ids%22%3A%5B%222118572422%22%5D%2C%22slug%22%3A%22Jinliang-Yuan%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Jinliang%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Yuan%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Jinliang%20Yuan%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Mengwei%20Xu%22%2C%22ids%22%3A%5B%222529558%22%5D%2C%22slug%22%3A%22Mengwei-Xu%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Mengwei%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Xu%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Mengwei%20Xu%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Yuxin%20Zhao%22%2C%22ids%22%3A%5B%222154700790%22%5D%2C%22slug%22%3A%22Yuxin-Zhao%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Yuxin%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Zhao%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Yuxin%20Zhao%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Kaigui%20Bian%22%2C%22ids%22%3A%5B%22145987447%22%5D%2C%22slug%22%3A%22Kaigui-Bian%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Kaigui%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Bian%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Kaigui%20Bian%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Gang%20Huang%22%2C%22ids%22%3A%5B%22144513592%22%5D%2C%22slug%22%3A%22Gang-Huang%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Gang%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Huang%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Gang%20Huang%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Xuanzhe%20Liu%22%2C%22ids%22%3A%5B%222110773587%22%5D%2C%22slug%22%3A%22Xuanzhe-Liu%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Xuanzhe%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Liu%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Xuanzhe%20Liu%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Shangguang%20Wang%22%2C%22ids%22%3A%5B%222166005800%22%5D%2C%22slug%22%3A%22Shangguang-Wang%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Shangguang%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Wang%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Shangguang%20Wang%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%2C%22Engineering%22%5D%2C%22numCiting%22%3A48%2C%22numCitedBy%22%3A32%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22Running%20NAS%20itself%20in%20federated%20settings%20has%20also%20been%20studied%20%5B14%2C%2017%2C%2050%5D%3B%20while%20our%20focus%20is%20on%20non-architectural%20hyperparameters%2C%20in-principle%20our%20algorithms%20can%20also%20be%20used%20for%20federated%20NAS.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A72%2C%22end%22%3A74%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22To%20preserve%20user%20privacy%20while%20enabling%20mobile%20intelligence%2C%20techniques%20have%20been%20proposed%20to%20train%20deep%20neural%20networks%20on%20decentralized%20data.%20However%2C%20training%20over%20decentralized%20data%20makes%20the%20design%20of%20neural%20architecture%20quite%20difficult%20as%20it%20already%20was.%20Such%20difficulty%20is%20further%20amplified%20when%20designing%20and%20deploying%20different%20neural%20architectures%20for%20heterogeneous%20mobile%20platforms.%20In%20this%20work%2C%20we%20propose%20an%20automatic%20neural%20architecture%20search%20into%20the%20decentralized%20training%2C%20as%20a%20new%20DNN%20training%20paradigm%20called%20Federated%20Neural%20Architecture%20Search%2C%20namely%20federated%20NAS.%20To%20deal%20with%20the%20primary%20challenge%20of%20limited%20on-client%20computational%20and%20communication%20resources%2C%20we%20present%20FedNAS%2C%20a%20highly%20optimized%20framework%20for%20efficient%20federated%20NAS.%20FedNAS%20fully%20exploits%20the%20key%20opportunity%20of%20insufficient%20model%20candidate%20re-training%20during%20the%20architecture%20search%20process%2C%20and%20incorporates%20three%20key%20optimizations%3A%20parallel%20candidates%20training%20on%20partial%20clients%2C%20early%20dropping%20candidates%20with%20inferior%20performance%2C%20and%20dynamic%20round%20numbers.%20Tested%20on%20large-scale%20datasets%20and%20typical%20CNN%20architectures%2C%20FedNAS%20achieves%20comparable%20model%20accuracy%20as%20state-of-the-art%20NAS%20algorithm%20that%20trains%20models%20with%20centralized%20data%2C%20and%20also%20reduces%20the%20client%20cost%20by%20up%20to%20two%20orders%20of%20magnitude%20compared%20to%20a%20straightforward%20design%20of%20federated%20NAS.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20presents%20FedNAS%2C%20a%20highly%20optimized%20framework%20for%20efficient%20federated%20NAS%20that%20fully%20exploits%20the%20key%20opportunity%20of%20insufficient%20model%20candidate%20re-training%20during%20the%20architecture%20search%20process%2C%20and%20incorporates%20three%20key%20optimizations%3A%20parallel%20candidates%20training%20on%20partial%20clients%2C%20early%20dropping%20candidates%20with%20inferior%20performance%2C%20and%20dynamic%20round%20numbers.%22%2C%22abstractSimilarityScore%22%3A41%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%2240e61539e09037765141666f4c3607b7b6b41db8%22%2C%22corpusId%22%3A224802826%2C%22title%22%3A%7B%22text%22%3A%22Federated%20Bayesian%20Optimization%20via%20Thompson%20Sampling%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Federated-Bayesian-Optimization-via-Thompson-Dai-Low%22%2C%22venue%22%3A%7B%22text%22%3A%22NeurIPS%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%22d9720b90-d60b-48bc-9df8-87a30b9a60dd%22%2C%22year%22%3A2020%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Zhongxiang%20Dai%22%2C%22ids%22%3A%5B%223042111%22%5D%2C%22slug%22%3A%22Zhongxiang-Dai%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Zhongxiang%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Dai%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Zhongxiang%20Dai%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22K.%20H.%20Low%22%2C%22ids%22%3A%5B%22145454065%22%5D%2C%22slug%22%3A%22K.-H.-Low%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Kian%22%2C%22middleNames%22%3A%5B%22Hsiang%22%5D%2C%22lastName%22%3A%22Low%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22K.%20H.%20Low%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Patrick%20Jaillet%22%2C%22ids%22%3A%5B%221805753%22%5D%2C%22slug%22%3A%22Patrick-Jaillet%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Patrick%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Jaillet%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Patrick%20Jaillet%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A63%2C%22numCitedBy%22%3A96%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22Several%20papers%20have%20explored%20limited%20aspects%20of%20hyperparameter%20tuning%20in%20FL%20%5B7%2C%2023%2C%2038%5D%2C%20focusing%20on%20a%20small%20number%20of%20hyperparameters%20(e.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A76%2C%22end%22%3A87%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Bayesian%20optimization%20(BO)%20is%20a%20prominent%20approach%20to%20optimizing%20expensive-to-evaluate%20black-box%20functions.%20The%20massive%20computational%20capability%20of%20edge%20devices%20such%20as%20mobile%20phones%2C%20coupled%20with%20privacy%20concerns%2C%20has%20led%20to%20a%20surging%20interest%20in%20federated%20learning%20(FL)%20which%20focuses%20on%20collaborative%20training%20of%20deep%20neural%20networks%20(DNNs)%20via%20first-order%20optimization%20techniques.%20However%2C%20some%20common%20machine%20learning%20tasks%20such%20as%20hyperparameter%20tuning%20of%20DNNs%20lack%20access%20to%20gradients%20and%20thus%20require%20zeroth-order%2Fblack-box%20optimization.%20This%20hints%20at%20the%20possibility%20of%20extending%20BO%20to%20the%20FL%20setting%20(FBO)%20for%20agents%20to%20collaborate%20in%20these%20black-box%20optimization%20tasks.%20This%20paper%20presents%20federated%20Thompson%20sampling%20(FTS)%20which%20overcomes%20a%20number%20of%20key%20challenges%20of%20FBO%20and%20FL%20in%20a%20principled%20way%3A%20We%20(a)%20use%20random%20Fourier%20features%20to%20approximate%20the%20Gaussian%20process%20surrogate%20model%20used%20in%20BO%2C%20which%20naturally%20produces%20the%20parameters%20to%20be%20exchanged%20between%20agents%2C%20(b)%20design%20FTS%20based%20on%20Thompson%20sampling%2C%20which%20significantly%20reduces%20the%20number%20of%20parameters%20to%20be%20exchanged%2C%20and%20(c)%20provide%20a%20theoretical%20convergence%20guarantee%20that%20is%20robust%20against%20heterogeneous%20agents%2C%20which%20is%20a%20major%20challenge%20in%20FL%20and%20FBO.%20We%20empirically%20demonstrate%20the%20effectiveness%20of%20FTS%20in%20terms%20of%20communication%20efficiency%2C%20computational%20efficiency%2C%20and%20practical%20performance.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22Federated%20Thompson%20sampling%20(FTS)%20is%20presented%20which%20overcomes%20a%20number%20of%20key%20challenges%20of%20FBO%20and%20FL%20in%20a%20principled%20way%20and%20provides%20a%20theoretical%20convergence%20guarantee%20that%20is%20robust%20against%20heterogeneous%20agents%2C%20which%20is%20a%20major%20challenge%20in%20FL%20and%20FBO.%22%2C%22abstractSimilarityScore%22%3A38%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%221fad7869d48782062ea345b47081324b21e52f5d%22%2C%22corpusId%22%3A211082601%2C%22title%22%3A%7B%22text%22%3A%22Salvaging%20Federated%20Learning%20by%20Local%20Adaptation%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Salvaging-Federated-Learning-by-Local-Adaptation-Yu-Bagdasarian%22%2C%22venue%22%3A%7B%22text%22%3A%22ArXiv%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%221901e811-ee72-4b20-8f7e-de08cd395a10%22%2C%22year%22%3A2020%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Tao%20Yu%22%2C%22ids%22%3A%5B%222117900202%22%5D%2C%22slug%22%3A%22Tao-Yu%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Tao%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Yu%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Tao%20Yu%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Eugene%20Bagdasarian%22%2C%22ids%22%3A%5B%2236103467%22%5D%2C%22slug%22%3A%22Eugene-Bagdasarian%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Eugene%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Bagdasarian%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Eugene%20Bagdasarian%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Vitaly%20Shmatikov%22%2C%22ids%22%3A%5B%221723945%22%5D%2C%22slug%22%3A%22Vitaly-Shmatikov%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Vitaly%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Shmatikov%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Vitaly%20Shmatikov%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A48%2C%22numCitedBy%22%3A237%2C%22citationContexts%22%3A%5B%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20learning%20(FL)%20is%20a%20heavily%20promoted%20approach%20for%20training%20ML%20models%20on%20sensitive%20data%2C%20e.g.%2C%20text%20typed%20by%20users%20on%20their%20smartphones.%20FL%20is%20expressly%20designed%20for%20training%20on%20data%20that%20are%20unbalanced%20and%20non-iid%20across%20the%20participants.%20To%20ensure%20privacy%20and%20integrity%20of%20the%20federated%20model%2C%20latest%20FL%20approaches%20use%20differential%20privacy%20or%20robust%20aggregation%20to%20limit%20the%20influence%20of%20%5C%22outlier%5C%22%20participants.%20%5CnFirst%2C%20we%20show%20that%20on%20standard%20tasks%20such%20as%20next-word%20prediction%2C%20many%20participants%20gain%20no%20benefit%20from%20FL%20because%20the%20federated%20model%20is%20less%20accurate%20on%20their%20data%20than%20the%20models%20they%20can%20train%20locally%20on%20their%20own.%20Second%2C%20we%20show%20that%20differential%20privacy%20and%20robust%20aggregation%20make%20this%20problem%20worse%20by%20further%20destroying%20the%20accuracy%20of%20the%20federated%20model%20for%20many%20participants.%20%5CnThen%2C%20we%20evaluate%20three%20techniques%20for%20local%20adaptation%20of%20federated%20models%3A%20fine-tuning%2C%20multi-task%20learning%2C%20and%20knowledge%20distillation.%20We%20analyze%20where%20each%20technique%20is%20applicable%20and%20demonstrate%20that%20all%20participants%20benefit%20from%20local%20adaptation.%20Participants%20whose%20local%20models%20are%20poor%20obtain%20big%20accuracy%20improvements%20over%20conventional%20FL.%20Participants%20whose%20local%20models%20are%20better%20than%20the%20federated%20model%20and%20who%20have%20no%20incentive%20to%20participate%20in%20FL%20today%20improve%20less%2C%20but%20sufficiently%20to%20make%20the%20adapted%20federated%20model%20better%20than%20their%20local%20models.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20shows%20that%20on%20standard%20tasks%20such%20as%20next-word%20prediction%2C%20many%20participants%20gain%20no%20benefit%20from%20FL%2C%20and%20shows%20that%20differential%20privacy%20and%20robust%20aggregation%20make%20this%20problem%20worse%20by%20further%20destroying%20the%20accuracy%20of%20the%20federated%20model%20for%20many%20participants.%22%2C%22abstractSimilarityScore%22%3A37%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%224f584a0f069de4bdce246a5b73e0008b94b22227%22%2C%22corpusId%22%3A226236914%2C%22title%22%3A%7B%22text%22%3A%22Towards%20Non-I.I.D.%20and%20Invisible%20Data%20with%20FedNAS%3A%20Federated%20Deep%20Learning%20via%20Neural%20Architecture%20Search.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Towards-Non-I.I.D.-and-Invisible-Data-with-FedNAS%3A-He-Annavaram%22%2C%22venue%22%3A%7B%22text%22%3A%22%22%2C%22fragments%22%3A%5B%5D%7D%2C%22year%22%3A2020%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Chaoyang%20He%22%2C%22ids%22%3A%5B%2231927890%22%5D%2C%22slug%22%3A%22Chaoyang-He%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Chaoyang%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22He%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Chaoyang%20He%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22M.%20Annavaram%22%2C%22ids%22%3A%5B%22145599558%22%5D%2C%22slug%22%3A%22M.-Annavaram%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Murali%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Annavaram%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22M.%20Annavaram%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22S.%20Avestimehr%22%2C%22ids%22%3A%5B%22121011351%22%5D%2C%22slug%22%3A%22S.-Avestimehr%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Salman%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Avestimehr%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22S.%20Avestimehr%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A10%2C%22numCitedBy%22%3A22%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22Running%20NAS%20itself%20in%20federated%20settings%20has%20also%20been%20studied%20%5B12%2C%2015%2C%2046%5D%3B%20while%20our%20focus%20is%20on%20non-architectural%20hyperparameters%2C%20in-principle%20our%20algorithms%20can%20also%20be%20used%20for%20federated%20NAS.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A63%2C%22end%22%3A75%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20Learning%20(FL)%20has%20been%20proved%20to%20be%20an%20effective%20learning%20framework%20when%20data%20cannot%20be%20centralized%20due%20to%20privacy%2C%20communication%20costs%2C%20and%20regulatory%20restrictions.%20When%20training%20deep%20learning%20models%20under%20an%20FL%20setting%2C%20people%20employ%20the%20predefined%20model%20architecture%20discovered%20in%20the%20centralized%20environment.%20However%2C%20this%20predefined%20architecture%20may%20not%20be%20the%20optimal%20choice%20because%20it%20may%20not%20fit%20data%20with%20non-identical%20and%20independent%20distribution%20(non-IID).%20Thus%2C%20we%20advocate%20automating%20federated%20learning%20(AutoFL)%20to%20improve%20model%20accuracy%20and%20reduce%20the%20manual%20design%20effort.%20We%20specifically%20study%20AutoFL%20via%20Neural%20Architecture%20Search%20(NAS)%2C%20which%20can%20automate%20the%20design%20process.%20We%20propose%20a%20Federated%20NAS%20(FedNAS)%20algorithm%20to%20help%20scattered%20workers%20collaboratively%20searching%20for%20a%20better%20architecture%20with%20higher%20accuracy.%20We%20also%20build%20a%20system%20based%20on%20FedNAS.%20Our%20experiments%20on%20non-IID%20dataset%20show%20that%20the%20architecture%20searched%20by%20FedNAS%20can%20outperform%20the%20manually%20predefined%20architecture.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20proposes%20a%20Federated%20NAS%20(FedNAS)%20algorithm%20to%20help%20scattered%20workers%20collaboratively%20searching%20for%20a%20better%20architecture%20with%20higher%20accuracy%20and%20shows%20that%20the%20architecture%20searched%20by%20FedNAS%20can%20outperform%20the%20manually%20predefined%20architecture.%22%2C%22abstractSimilarityScore%22%3A43%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%2247c528344fedb6cb67a38e43d095b41c34715330%22%2C%22corpusId%22%3A211678094%2C%22title%22%3A%7B%22text%22%3A%22Adaptive%20Federated%20Optimization%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Adaptive-Federated-Optimization-Reddi-Charles%22%2C%22venue%22%3A%7B%22text%22%3A%22ICLR%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%22939c6e1d-0d17-4d6e-8a82-66d960df0e40%22%2C%22year%22%3A2021%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Sashank%20J.%20Reddi%22%2C%22ids%22%3A%5B%221981186%22%5D%2C%22slug%22%3A%22Sashank-J.-Reddi%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Sashank%22%2C%22middleNames%22%3A%5B%22J.%22%5D%2C%22lastName%22%3A%22Reddi%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Sashank%20J.%20Reddi%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Zachary%20B.%20Charles%22%2C%22ids%22%3A%5B%22143676545%22%5D%2C%22slug%22%3A%22Zachary-B.-Charles%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Zachary%22%2C%22middleNames%22%3A%5B%22B.%22%5D%2C%22lastName%22%3A%22Charles%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Zachary%20B.%20Charles%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22M.%20Zaheer%22%2C%22ids%22%3A%5B%221771307%22%5D%2C%22slug%22%3A%22M.-Zaheer%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Manzil%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Zaheer%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22M.%20Zaheer%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Zachary%20Garrett%22%2C%22ids%22%3A%5B%2240449749%22%5D%2C%22slug%22%3A%22Zachary-Garrett%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Zachary%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Garrett%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Zachary%20Garrett%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Keith%20Rush%22%2C%22ids%22%3A%5B%221387453057%22%5D%2C%22slug%22%3A%22Keith-Rush%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Keith%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Rush%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Keith%20Rush%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Jakub%20Konecn%C3%BD%22%2C%22ids%22%3A%5B%2232139366%22%5D%2C%22slug%22%3A%22Jakub-Konecn%C3%BD%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Jakub%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Konecn%C3%BD%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Jakub%20Konecn%C3%BD%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Sanjiv%20Kumar%22%2C%22ids%22%3A%5B%22152663162%22%5D%2C%22slug%22%3A%22Sanjiv-Kumar%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Sanjiv%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Kumar%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Sanjiv%20Kumar%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22H.%20B.%20McMahan%22%2C%22ids%22%3A%5B%22145057514%22%5D%2C%22slug%22%3A%22H.-B.-McMahan%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22H.%22%2C%22middleNames%22%3A%5B%22B.%22%5D%2C%22lastName%22%3A%22McMahan%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22H.%20B.%20McMahan%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A54%2C%22numCitedBy%22%3A1213%2C%22citationContexts%22%3A%5B%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20learning%20is%20a%20distributed%20machine%20learning%20paradigm%20in%20which%20a%20large%20number%20of%20clients%20coordinate%20with%20a%20central%20server%20to%20learn%20a%20model%20without%20sharing%20their%20own%20training%20data.%20Due%20to%20the%20heterogeneity%20of%20the%20client%20datasets%2C%20standard%20federated%20optimization%20methods%20such%20as%20Federated%20Averaging%20(FedAvg)%20are%20often%20difficult%20to%20tune%20and%20exhibit%20unfavorable%20convergence%20behavior.%20In%20non-federated%20settings%2C%20adaptive%20optimization%20methods%20have%20had%20notable%20success%20in%20combating%20such%20issues.%20In%20this%20work%2C%20we%20propose%20federated%20versions%20of%20adaptive%20optimizers%2C%20including%20Adagrad%2C%20Adam%2C%20and%20Yogi%2C%20and%20analyze%20their%20convergence%20in%20the%20presence%20of%20heterogeneous%20data%20for%20general%20nonconvex%20settings.%20Our%20results%20highlight%20the%20interplay%20between%20client%20heterogeneity%20and%20communication%20efficiency.%20We%20also%20perform%20extensive%20experiments%20on%20these%20methods%20and%20show%20that%20the%20use%20of%20adaptive%20optimizers%20can%20significantly%20improve%20the%20performance%20of%20federated%20learning.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20proposes%20federated%20versions%20of%20adaptive%20optimizers%2C%20including%20Adagrad%2C%20Adam%2C%20and%20Yogi%2C%20and%20analyzes%20their%20convergence%20in%20the%20presence%20of%20heterogeneous%20data%20for%20general%20nonconvex%20settings%20to%20highlight%20the%20interplay%20between%20client%20heterogeneity%20and%20communication%20efficiency.%22%2C%22abstractSimilarityScore%22%3A44%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22c889d6f98e6d79b89c3a6adf8a921f88fa6ba518%22%2C%22corpusId%22%3A6719686%2C%22title%22%3A%7B%22text%22%3A%22Model-Agnostic%20Meta-Learning%20for%20Fast%20Adaptation%20of%20Deep%20Networks%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Model-Agnostic-Meta-Learning-for-Fast-Adaptation-of-Finn-Abbeel%22%2C%22venue%22%3A%7B%22text%22%3A%22ICML%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%22fc0a208c-acb7-47dc-a0d4-af8190e21d29%22%2C%22year%22%3A2017%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Chelsea%20Finn%22%2C%22ids%22%3A%5B%2246881670%22%5D%2C%22slug%22%3A%22Chelsea-Finn%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Chelsea%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Finn%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Chelsea%20Finn%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22P.%20Abbeel%22%2C%22ids%22%3A%5B%221689992%22%5D%2C%22slug%22%3A%22P.-Abbeel%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22P.%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Abbeel%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22P.%20Abbeel%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22S.%20Levine%22%2C%22ids%22%3A%5B%221736651%22%5D%2C%22slug%22%3A%22S.-Levine%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Sergey%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Levine%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22S.%20Levine%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A52%2C%22numCitedBy%22%3A10821%2C%22citationContexts%22%3A%5B%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22We%20propose%20an%20algorithm%20for%20meta-learning%20that%20is%20model-agnostic%2C%20in%20the%20sense%20that%20it%20is%20compatible%20with%20any%20model%20trained%20with%20gradient%20descent%20and%20applicable%20to%20a%20variety%20of%20different%20learning%20problems%2C%20including%20classification%2C%20regression%2C%20and%20reinforcement%20learning.%20The%20goal%20of%20meta-learning%20is%20to%20train%20a%20model%20on%20a%20variety%20of%20learning%20tasks%2C%20such%20that%20it%20can%20solve%20new%20learning%20tasks%20using%20only%20a%20small%20number%20of%20training%20samples.%20In%20our%20approach%2C%20the%20parameters%20of%20the%20model%20are%20explicitly%20trained%20such%20that%20a%20small%20number%20of%20gradient%20steps%20with%20a%20small%20amount%20of%20training%20data%20from%20a%20new%20task%20will%20produce%20good%20generalization%20performance%20on%20that%20task.%20In%20effect%2C%20our%20method%20trains%20the%20model%20to%20be%20easy%20to%20fine-tune.%20We%20demonstrate%20that%20this%20approach%20leads%20to%20state-of-the-art%20performance%20on%20two%20few-shot%20image%20classification%20benchmarks%2C%20produces%20good%20results%20on%20few-shot%20regression%2C%20and%20accelerates%20fine-tuning%20for%20policy%20gradient%20reinforcement%20learning%20with%20neural%20network%20policies.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22An%20algorithm%20for%20meta-learning%20that%20is%20model-agnostic%2C%20in%20the%20sense%20that%20it%20is%20compatible%20with%20any%20model%20trained%20with%20gradient%20descent%20and%20applicable%20to%20a%20variety%20of%20different%20learning%20problems%2C%20including%20classification%2C%20regression%2C%20and%20reinforcement%20learning%20is%20proposed.%22%2C%22abstractSimilarityScore%22%3A96%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%5D%2C%22requestedPageSize%22%3A10%2C%22pageNumber%22%3A1%2C%22totalCitations%22%3A64%2C%22totalPages%22%3A7%2C%22sort%22%3A%22relevance%22%2C%22citationIntent%22%3A%22all%22%2C%22citationIntentCount%22%3A%7B%22background%22%3A19%2C%22methodology%22%3A29%2C%22result%22%3A2%7D%7D%2C%22figureExtractions%22%3A%7B%22figures%22%3A%5B%7B%22name%22%3A%221%22%2C%22figureType%22%3A%22figure%22%2C%22caption%22%3A%22Figure%201%3A%20FedEx%20can%20be%20applied%20to%20any%20local%20training-based%20FL%20method%2C%20e.g.%20FedAvg%2C%20by%20interleaving%20standard%20updates%20to%20model%20weights%20(computed%20by%20aggregating%20results%20of%20local%20training)%20with%20exponentiated%20gradient%20updates%20to%20hyperparameters%20(computed%20by%20aggregating%20results%20of%20local%20validation).%22%2C%22uri%22%3A%22https%3A%2F%2Fai2-s2-public.s3.amazonaws.com%2Ffigures%2F2017-08-08%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F2-Figure1-1.png%22%2C%22cdnUri%22%3A%22https%3A%2F%2Ffigures.semanticscholar.org%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F2-Figure1-1.png%22%2C%22width%22%3A350%2C%22height%22%3A97%7D%2C%7B%22name%22%3A%221%22%2C%22figureType%22%3A%22table%22%2C%22caption%22%3A%22Table%201%3A%20Final%20test%20error%20obtained%20when%20tuning%20using%20a%20standard%20hyperparameter%20tuning%20algorithm%20(SHA%20or%20RS)%20alone%2C%20or%20when%20using%20it%20for%20server%20(aggregation)%20hyperparameters%20while%20FedEx%20tunes%20client%20(on-device%20training)%20hyperparameters.%20The%20target%20model%20is%20the%20one%20used%20to%20compute%20on-device%20validation%20error%20by%20the%20wrapper%20method%2C%20as%20well%20as%20the%20one%20used%20to%20compute%20test%20error%20after%20tuning.%20Note%20that%20this%20table%20reports%20the%20final%20error%20results%20corresponding%20to%20the%20online%20evaluations%20reported%20in%20Figure%204%2C%20which%20measure%20performance%20as%20more%20of%20the%20computational%20budget%20is%20expended.%22%2C%22uri%22%3A%22https%3A%2F%2Fai2-s2-public.s3.amazonaws.com%2Ffigures%2F2017-08-08%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F9-Table1-1.png%22%2C%22cdnUri%22%3A%22https%3A%2F%2Ffigures.semanticscholar.org%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F9-Table1-1.png%22%2C%22width%22%3A546%2C%22height%22%3A150%7D%2C%7B%22name%22%3A%222%22%2C%22figureType%22%3A%22figure%22%2C%22caption%22%3A%22Figure%202%3A%20Tuning%20FL%20with%20SHA%20but%20making%20elimination%20decisions%20based%20on%20validation%20estimates%20using%20different%20discount%20factors.%20On%20both%20FEMNIST%20(top)%20and%20CIFAR%20(bottom)%20using%20more%20of%20the%20validation%20data%20does%20not%20improve%20upon%20just%20using%20the%20most%20recent%20round%E2%80%99s%20validation%20error.%22%2C%22uri%22%3A%22https%3A%2F%2Fai2-s2-public.s3.amazonaws.com%2Ffigures%2F2017-08-08%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F4-Figure2-1.png%22%2C%22cdnUri%22%3A%22https%3A%2F%2Ffigures.semanticscholar.org%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F4-Figure2-1.png%22%2C%22width%22%3A132%2C%22height%22%3A220%7D%2C%7B%22name%22%3A%222%22%2C%22figureType%22%3A%22table%22%2C%22caption%22%3A%22Table%202%3A%20Final%20test%20error%20obtained%20when%20tuning%20using%20a%20standard%20hyperparameter%20tuning%20algorithm%20(SHA%20or%20RS)%20alone%2C%20or%20when%20using%20it%20for%20server%20(aggregation)%20hyperparameters%20while%20FedEx%20tunes%20client%20(on-device%20training)%20hyperparameters.%20The%20target%20model%20is%20the%20one%20used%20to%20compute%20on-device%20validation%20error%20by%20the%20wrapper%20method%2C%20as%20well%20as%20the%20one%20used%20to%20compute%20test%20error%20after%20tuning.%20The%20confidence%20intervals%20displayed%20are%2090%25%20Student-t%20confidence%20intervals%20for%20the%20mean%20estimates%20from%20Table%201%2C%20with%205%20independent%20trials%20for%20Shakespeare%2C%2010%20for%20FEMNIST%2C%2010%20for%20RS%20on%20CIFAR%2C%20and%206%20for%20SHA%20on%20CIFAR.%22%2C%22uri%22%3A%22https%3A%2F%2Fai2-s2-public.s3.amazonaws.com%2Ffigures%2F2017-08-08%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F18-Table2-1.png%22%2C%22cdnUri%22%3A%22https%3A%2F%2Ffigures.semanticscholar.org%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F18-Table2-1.png%22%2C%22width%22%3A544%2C%22height%22%3A151%7D%2C%7B%22name%22%3A%223%22%2C%22figureType%22%3A%22figure%22%2C%22caption%22%3A%22Figure%203%3A%20Comparison%20of%20the%20range%20of%20performance%20values%20attained%20using%20different%20perturbation%20settings.%20Although%20the%20range%20is%20much%20smaller%20for%20%3D%200.1%20than%20for%20%3D%201.0%20(the%20latter%20is%20the%20entire%20space)%2C%20it%20still%20covers%20a%20large%20(roughly%2010-20%25)%20range%20of%20different%20performance%20levels%20on%20both%20FEMNIST%20(left)%20and%20CIFAR%20(right).%22%2C%22uri%22%3A%22https%3A%2F%2Fai2-s2-public.s3.amazonaws.com%2Ffigures%2F2017-08-08%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F7-Figure3-1.png%22%2C%22cdnUri%22%3A%22https%3A%2F%2Ffigures.semanticscholar.org%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F7-Figure3-1.png%22%2C%22width%22%3A554%2C%22height%22%3A271%7D%2C%7B%22name%22%3A%224%22%2C%22figureType%22%3A%22figure%22%2C%22caption%22%3A%22Figure%204%3A%20Online%20evaluation%20of%20FedEx%20on%20the%20Shakespeare%20next-character%20prediction%20dataset%20(left)%2C%20the%20FEMNIST%20image%20classification%20dataset%20(middle)%2C%20and%20the%20CIFAR-10%20image%20classification%20dataset%20(right)%20in%20the%20fully%20non-i.i.d.%20setting%20(except%20CIFAR-10).%20We%20report%20global%20model%20performance%20on%20the%20top%20and%20personalized%20performance%20on%20the%20bottom.%20All%20evaluations%20are%20run%20for%20three%20trials.%22%2C%22uri%22%3A%22https%3A%2F%2Fai2-s2-public.s3.amazonaws.com%2Ffigures%2F2017-08-08%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F10-Figure4-1.png%22%2C%22cdnUri%22%3A%22https%3A%2F%2Ffigures.semanticscholar.org%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F10-Figure4-1.png%22%2C%22width%22%3A522%2C%22height%22%3A260%7D%2C%7B%22name%22%3A%225%22%2C%22figureType%22%3A%22figure%22%2C%22caption%22%3A%22Figure%205%3A%20Comparison%20of%20different%20%CE%B5%20settings%20for%20the%20local%20perturbation%20component%20of%20FedEx%20from%20Section%203.%22%2C%22uri%22%3A%22https%3A%2F%2Fai2-s2-public.s3.amazonaws.com%2Ffigures%2F2017-08-08%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F19-Figure5-1.png%22%2C%22cdnUri%22%3A%22https%3A%2F%2Ffigures.semanticscholar.org%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F19-Figure5-1.png%22%2C%22width%22%3A240%2C%22height%22%3A166%7D%2C%7B%22name%22%3A%226%22%2C%22figureType%22%3A%22figure%22%2C%22caption%22%3A%22Figure%206%3A%20Comparison%20of%20step-size%20schedules%20for%20%CE%B7t%20in%20FedEx.%20In%20practice%20we%20chose%20the%20%E2%80%98aggressive%E2%80%99%20schedule%2C%20which%20exhibits%20faster%20convergence%20to%20favorable%20configurations.%22%2C%22uri%22%3A%22https%3A%2F%2Fai2-s2-public.s3.amazonaws.com%2Ffigures%2F2017-08-08%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F19-Figure6-1.png%22%2C%22cdnUri%22%3A%22https%3A%2F%2Ffigures.semanticscholar.org%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F19-Figure6-1.png%22%2C%22width%22%3A230%2C%22height%22%3A179%7D%5D%7D%2C%22skipperExperiments%22%3A%5B%7B%22objectKey%22%3A%2239dc3b78ca88ce661a669fbbe331c589bceadb6a%22%2C%22objectType%22%3A%22paper%22%2C%22experimentName%22%3A%22topics_beta3%22%2C%22objectData%22%3A%7B%22corpus_id%22%3A235367988%2C%22mentions%22%3A%5B%7B%22acr%22%3A%22HPT%22%2C%22count%22%3A3%2C%22term%22%3A%22hyper%20parameter%20tune%22%2C%22title%22%3A%22Hyperparameter%20Tuning%22%2C%22tid%22%3A%229700077320%22%7D%2C%7B%22count%22%3A2%2C%22term%22%3A%22weight%20sharing%22%2C%22title%22%3A%22Weight%20Sharing%22%2C%22tid%22%3A%2234832747685%22%7D%2C%7B%22acr%22%3A%22FEM%22%2C%22count%22%3A1%2C%22term%22%3A%22federate%20extended%20mnist%22%2C%22title%22%3A%22Federated%20Extended%20MNIST%22%2C%22tid%22%3A%2219470829915%22%7D%2C%7B%22acr%22%3A%22HO%22%2C%22count%22%3A1%2C%22term%22%3A%22hyper%20parameter%20optimization%22%2C%22title%22%3A%22Hyper-Parameter%20Optimization%22%2C%22tid%22%3A%2217238206165%22%7D%2C%7B%22acr%22%3A%22OCO%22%2C%22count%22%3A1%2C%22term%22%3A%22online%20convex%20optimization%22%2C%22title%22%3A%22Online%20Convex%20Optimization%22%2C%22tid%22%3A%2210648387046%22%7D%2C%7B%22count%22%3A1%2C%22term%22%3A%22configuration%22%2C%22title%22%3A%22Configuration%22%2C%22tid%22%3A%2254980011572%22%7D%2C%7B%22count%22%3A1%2C%22term%22%3A%22shakespeare%22%2C%22title%22%3A%22Shakespeare%22%2C%22tid%22%3A%2221695667565%22%7D%2C%7B%22count%22%3A1%2C%22term%22%3A%22hyperparameter%22%2C%22title%22%3A%22Hyperparameters%22%2C%22tid%22%3A%2231374085662%22%7D%2C%7B%22count%22%3A1%2C%22term%22%3A%22federate%20optimization%22%2C%22title%22%3A%22Federated%20Optimization%22%2C%22tid%22%3A%2246443856317%22%7D%2C%7B%22count%22%3A1%2C%22term%22%3A%22local%20training%22%2C%22title%22%3A%22Local%20Training%22%2C%22tid%22%3A%225159813985%22%7D%2C%7B%22acr%22%3A%22FL%22%2C%22count%22%3A1%2C%22term%22%3A%22federate%20learn%22%2C%22title%22%3A%22Federated%20Learning%22%2C%22tid%22%3A%2235454386766%22%7D%2C%7B%22count%22%3A1%2C%22term%22%3A%22heterogeneous%20device%22%2C%22title%22%3A%22Heterogeneous%20Devices%22%2C%22tid%22%3A%2247404798891%22%7D%2C%7B%22acr%22%3A%22ML%22%2C%22count%22%3A1%2C%22term%22%3A%22machine%20learning%22%2C%22title%22%3A%22Machine%20Learning%22%2C%22tid%22%3A%2238031188170%22%7D%2C%7B%22count%22%3A1%2C%22term%22%3A%22fedavg%22%2C%22title%22%3A%22FedAvg%22%2C%22tid%22%3A%2268421422767%22%7D%5D%2C%22cited_for%22%3A%5B%7B%22score%22%3A0.4339496397%2C%22term%22%3A%22task%20average%20regret%22%2C%22title%22%3A%22Task-averaged%20Regret%22%2C%22tid%22%3A%2252156846564%22%7D%5D%7D%2C%22createdAt%22%3A1716882604.713535%2C%22expiresAt%22%3A1724658604.713535%2C%22partitionKey%22%3A%22paper-39dc3b78ca88ce661a669fbbe331c589bceadb6a%22%2C%22sortKey%22%3A%22topics_beta3%22%7D%5D%2C%22citationSortAvailability%22%3A%7B%22citingPapers%22%3A%5B%22relevance%22%5D%2C%22citedPapers%22%3A%5B%22relevance%22%5D%7D%7D%2C%22path%22%3A%22%2Fpaper%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%22%2C%22requestId%22%3A43421%2C%22pathParams%22%3A%7B%22paperId%22%3A%2239dc3b78ca88ce661a669fbbe331c589bceadb6a%22%7D%2C%22responseStatus%22%3A200%2C%22context%22%3A%7B%7D%7D%2C%7B%22actionType%22%3A%22API_REQUEST_COMPLETE%22%2C%22requestType%22%3A%22PAPER_LABS%22%2C%22resultData%22%3A%7B%22paperId%22%3A%2239dc3b78ca88ce661a669fbbe331c589bceadb6a%22%2C%22labs%22%3A%5B%5D%7D%2C%22path%22%3A%22%2Flabs%2Fpaper%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%22%2C%22requestId%22%3A43422%2C%22pathParams%22%3A%7B%22paperId%22%3A%2239dc3b78ca88ce661a669fbbe331c589bceadb6a%22%7D%2C%22responseStatus%22%3A200%2C%22context%22%3A%7B%7D%7D%2C%7B%22actionType%22%3A%22API_REQUEST_COMPLETE%22%2C%22requestType%22%3A%22SEARCH_CITATIONS%22%2C%22resultData%22%3A%7B%22results%22%3A%5B%7B%22id%22%3A%229308a5afdab9093d32c078deac2a40b2797a253d%22%2C%22corpusId%22%3A253370270%2C%22title%22%3A%7B%22text%22%3A%22Federated%20Hypergradient%20Descent%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Federated-Hypergradient-Descent-Kan%22%2C%22venue%22%3A%7B%22text%22%3A%22ArXiv%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%221901e811-ee72-4b20-8f7e-de08cd395a10%22%2C%22year%22%3A2022%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22A.%20K.%20Kan%22%2C%22ids%22%3A%5B%222063962467%22%5D%2C%22slug%22%3A%22A.-K.-Kan%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Andrew%22%2C%22middleNames%22%3A%5B%22Mun%22%2C%22Kit.%22%5D%2C%22lastName%22%3A%22Kan%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22A.%20K.%20Kan%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A38%2C%22numCitedBy%22%3A3%2C%22citationContexts%22%3A%5B%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22In%20this%20work%2C%20we%20explore%20combining%20automatic%20hyperparameter%20tuning%20and%20optimization%20for%20federated%20learning%20(FL)%20in%20an%20online%2C%20one-shot%20procedure.%20We%20apply%20a%20principled%20approach%20on%20a%20method%20for%20adaptive%20client%20learning%20rate%2C%20number%20of%20local%20steps%2C%20and%20batch%20size.%20In%20our%20federated%20learning%20applications%2C%20our%20primary%20motivations%20are%20minimizing%20communication%20budget%20as%20well%20as%20local%20computational%20resources%20in%20the%20training%20pipeline.%20Conventionally%2C%20hyperparameter%20tuning%20methods%20involve%20at%20least%20some%20degree%20of%20trial-and-error%2C%20which%20is%20known%20to%20be%20sample%20inefficient.%20In%20order%20to%20address%20our%20motivations%2C%20we%20propose%20FATHOM%20(Federated%20AuTomatic%20Hyperparameter%20OptiMization)%20as%20a%20one-shot%20online%20procedure.%20We%20investigate%20the%20challenges%20and%20solutions%20of%20deriving%20analytical%20gradients%20with%20respect%20to%20the%20hyperparameters%20of%20interest.%20Our%20approach%20is%20inspired%20by%20the%20fact%20that%2C%20with%20the%20exception%20of%20local%20data%2C%20we%20have%20full%20knowledge%20of%20all%20components%20involved%20in%20our%20training%20process%2C%20and%20this%20fact%20can%20be%20exploited%20in%20our%20algorithm%20impactfully.%20We%20show%20that%20FATHOM%20is%20more%20communication%20efficient%20than%20Federated%20Averaging%20(FedAvg)%20with%20optimized%2C%20static%20valued%20hyperparameters%2C%20and%20is%20also%20more%20computationally%20efficient%20overall.%20As%20a%20communication%20efficient%2C%20one-shot%20online%20procedure%2C%20FATHOM%20solves%20the%20bottleneck%20of%20costly%20communication%20and%20limited%20local%20computation%2C%20by%20eliminating%20a%20potentially%20wasteful%20tuning%20process%2C%20and%20by%20optimizing%20the%20hyperparamters%20adaptively%20throughout%20the%20training%20procedure%20without%20trial-and-error.%20We%20show%20our%20numerical%20results%20through%20extensive%20empirical%20experiments%20with%20the%20Federated%20EMNIST-62%20(FEMNIST)%20and%20Federated%20Stack%20Overflow%20(FSO)%20datasets%2C%20using%20FedJAX%20as%20our%20baseline%20framework.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20proposes%20FATHOM%20(Federated%20AuTomatic%20Hyperparameter%20OptiMization)%2C%20a%20one-shot%20online%20procedure%20that%20solves%20the%20bottleneck%20of%20costly%20communication%20and%20limited%20local%20computation%2C%20by%20eliminating%20a%20potentially%20wasteful%20tuning%20process%2C%20and%20by%20optimizing%20the%20hyperparamters%20adaptively%20throughout%20the%20training%20procedure%20without%20trial-and-error.%22%2C%22abstractSimilarityScore%22%3A18%7D%2C%22isPdfVisible%22%3Atrue%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%226a52182f4e103870290a13baf476d90e5ee9322a%22%2C%22corpusId%22%3A254853642%2C%22title%22%3A%7B%22text%22%3A%22On%20Noisy%20Evaluation%20in%20Federated%20Hyperparameter%20Tuning%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22On-Noisy-Evaluation-in-Federated-Hyperparameter-Kuo-Thaker%22%2C%22venue%22%3A%7B%22text%22%3A%22MLSys%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%223bcf77b3-860b-4dd7-84ae-9fe9414c6c6a%22%2C%22year%22%3A2023%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Kevin%20Kuo%22%2C%22ids%22%3A%5B%222060761330%22%5D%2C%22slug%22%3A%22Kevin-Kuo%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Kevin%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Kuo%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Kevin%20Kuo%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Pratiksha%20Thaker%22%2C%22ids%22%3A%5B%2215810130%22%5D%2C%22slug%22%3A%22Pratiksha-Thaker%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Pratiksha%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Thaker%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Pratiksha%20Thaker%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22M.%20Khodak%22%2C%22ids%22%3A%5B%2210398264%22%5D%2C%22slug%22%3A%22M.-Khodak%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Mikhail%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Khodak%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22M.%20Khodak%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22John%20Nguyen%22%2C%22ids%22%3A%5B%222131399147%22%5D%2C%22slug%22%3A%22John-Nguyen%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22John%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Nguyen%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22John%20Nguyen%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Daniel%20Jiang%22%2C%22ids%22%3A%5B%221400485275%22%5D%2C%22slug%22%3A%22Daniel-Jiang%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Daniel%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Jiang%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Daniel%20Jiang%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Ameet%20Talwalkar%22%2C%22ids%22%3A%5B%22145532827%22%5D%2C%22slug%22%3A%22Ameet-Talwalkar%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Ameet%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Talwalkar%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Ameet%20Talwalkar%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Virginia%20Smith%22%2C%22ids%22%3A%5B%22145260024%22%5D%2C%22slug%22%3A%22Virginia-Smith%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Virginia%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Smith%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Virginia%20Smith%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A65%2C%22numCitedBy%22%3A5%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22This%20is%20particularly%20problematic%20because%20state-of-the-art%20approaches%20for%20FL%20often%20rely%20on%20evaluating%20additional%20hyperparameters%20in%20the%20training%20process%20(e.g.%20for%20momentum%20and%20regularization)%2C%20despite%20having%20relatively%20strict%20evaluation%20budgets%20(Khodak%20et%20al.%2C%202021).%22%2C%22fragments%22%3A%5B%7B%22start%22%3A245%2C%22end%22%3A264%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Developing%20methods%20for%20federated%20HP%20tuning%20has%20thus%20been%20identified%20as%20a%20critical%20area%20of%20research%20(Kairouz%20et%20al.%2C%202021%3B%20Khodak%20et%20al.%2C%202021).%22%2C%22fragments%22%3A%5B%7B%22start%22%3A122%2C%22end%22%3A141%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Although%20prior%20work%20has%20identified%20the%20issue%20of%20noisy%20evaluation%20Khodak%20et%20al.%20%5B2021%5D%2C%20Wang%20et%20al.%20%5B2022%5D%2C%20the%20impact%20and%20magnitude%20of%20this%20issue%20on%20HP%20tuning%20remains%20unclear.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A65%2C%22end%22%3A106%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22This%20is%20particularly%20problematic%20because%20state-of-the-art%20approaches%20for%20FL%20often%20rely%20on%20evaluating%20additional%20hyperparameters%20in%20the%20training%20process%2C%20despite%20having%20relatively%20strict%20evaluation%20budgets%20Khodak%20et%20al.%20%5B2021%5D.%20Developing%20methods%20that%20can%20efficiently%20and%20effectively%20evaluate%2Fselect%20HP%20configurations%20in%20FL%20is%20thus%20a%20key%20area%20of%20practical%20importance%20Kairouz%20et%20al.%20%5B2021%5D.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A205%2C%22end%22%3A388%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22This%20is%20particularly%20problematic%20because%20state-of-the-art%20approaches%20for%20FL%20often%20rely%20on%20evaluating%20additional%20hyperparameters%20in%20the%20training%20process%2C%20despite%20having%20relatively%20strict%20evaluation%20budgets%20Khodak%20et%20al.%20%5B2021%5D.%20Developing%20methods%20that%20can%20efficiently%20and%20effectively%20evaluate%2Fselect%20HP%20configurations%20in%20FL%20is%20thus%20a%20key%20area%20of%20practical%20importance%20Kairouz%20et%20al.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A205%2C%22end%22%3A226%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22We%20note%20that%20there%20are%20several%20ways%20to%20measure%20the%20HP%20tuning%20budget%2C%20such%20as%20the%20number%20of%20train%2Feval%20rounds%20%5BKhodak%20et%20al.%2C%202021%5D%2C%20wall-clock%20time%20%5BLi%20et%20al.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A109%2C%22end%22%3A130%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Although%20prior%20work%20has%20identified%20the%20issue%20of%20noisy%20evaluation%20(Khodak%20et%20al.%2C%202021%3B%20Wang%20et%20al.%2C%202022)%2C%20the%20impact%20and%20magnitude%20of%20this%20issue%20on%20HP%20tuning%20remains%20unclear.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A66%2C%22end%22%3A85%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Although%20prior%20work%20has%20identified%20the%20issue%20of%20noisy%20evaluation%20Khodak%20et%20al.%20%5B2021%5D%2C%20Wang%20et%20al.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A65%2C%22end%22%3A86%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22In%20addition%20to%20resource%20limitations%2C%20other%20works%20address%20data%20heterogeneity%20(Khodak%20et%20al.%2C%202021)%2C%20systems%20heterogeneity%20(Zhang%20et%20al.%2C%202022)%2C%20and%20privacy%20(Chen%20et%20al.%2C%202023)%20from%20the%20perspective%20of%20federated%20HP%20tuning.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A77%2C%22end%22%3A96%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22In%20addition%20to%20resource%20limitations%2C%20other%20works%20address%20data%20heterogeneity%20%5BKhodak%20et%20al.%2C%202021%5D%2C%20systems%20heterogeneity%20%5BZhang%20et%20al.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A76%2C%22end%22%3A97%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22We%20note%20that%20there%20are%20several%20ways%20to%20measure%20the%20HP%20tuning%20budget%2C%20such%20as%20the%20number%20of%20train%2Feval%20rounds%20(Khodak%20et%20al.%2C%202021)%2C%20wall-clock%20time%20(Li%20et%20al.%2C%202017)%2C%20or%20computation%20load%20(Zhang%20et%20al.%2C%202022).%22%2C%22fragments%22%3A%5B%7B%22start%22%3A110%2C%22end%22%3A129%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Atrue%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Hyperparameter%20tuning%20is%20critical%20to%20the%20success%20of%20federated%20learning%20applications.%20Unfortunately%2C%20appropriately%20selecting%20hyperparameters%20is%20challenging%20in%20federated%20networks.%20Issues%20of%20scale%2C%20privacy%2C%20and%20heterogeneity%20introduce%20noise%20in%20the%20tuning%20process%20and%20make%20it%20difficult%20to%20evaluate%20the%20performance%20of%20various%20hyperparameters.%20In%20this%20work%2C%20we%20perform%20the%20first%20systematic%20study%20on%20the%20effect%20of%20noisy%20evaluation%20in%20federated%20hyperparameter%20tuning.%20We%20first%20identify%20and%20rigorously%20explore%20key%20sources%20of%20noise%2C%20including%20client%20subsampling%2C%20data%20and%20systems%20heterogeneity%2C%20and%20data%20privacy.%20Surprisingly%2C%20our%20results%20indicate%20that%20even%20small%20amounts%20of%20noise%20can%20significantly%20impact%20tuning%20methods-reducing%20the%20performance%20of%20state-of-the-art%20approaches%20to%20that%20of%20naive%20baselines.%20To%20address%20noisy%20evaluation%20in%20such%20scenarios%2C%20we%20propose%20a%20simple%20and%20effective%20approach%20that%20leverages%20public%20proxy%20data%20to%20boost%20the%20evaluation%20signal.%20Our%20work%20establishes%20general%20challenges%2C%20baselines%2C%20and%20best%20practices%20for%20future%20work%20in%20federated%20hyperparameter%20tuning.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20identifies%20and%20rigorously%20explores%20key%20sources%20of%20noise%2C%20including%20client%20subsampling%2C%20data%20and%20systems%20heterogeneity%2C%20and%20data%20privacy%2C%20and%20proposes%20a%20simple%20and%20effective%20approach%20that%20leverages%20public%20proxy%20data%20to%20boost%20the%20evaluation%20signal.%22%2C%22abstractSimilarityScore%22%3A7%7D%2C%22isPdfVisible%22%3Atrue%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22123e0c28a813695bb92ffc851607b49429c2bd2f%22%2C%22corpusId%22%3A239616179%2C%22title%22%3A%7B%22text%22%3A%22Boosting%20Federated%20Learning%20in%20Resource-Constrained%20Networks%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Boosting-Federated-Learning-in-Resource-Constrained-Dhasade-Kermarrec%22%2C%22venue%22%3A%7B%22text%22%3A%22%22%2C%22fragments%22%3A%5B%5D%7D%2C%22year%22%3A2021%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Akash%20Dhasade%22%2C%22ids%22%3A%5B%221588512022%22%5D%2C%22slug%22%3A%22Akash-Dhasade%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Akash%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Dhasade%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Akash%20Dhasade%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Anne-Marie%20Kermarrec%22%2C%22ids%22%3A%5B%221723331%22%5D%2C%22slug%22%3A%22Anne-Marie-Kermarrec%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Anne-Marie%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Kermarrec%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Anne-Marie%20Kermarrec%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Rafael%20Pires%22%2C%22ids%22%3A%5B%22117200775%22%5D%2C%22slug%22%3A%22Rafael-Pires%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Rafael%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Pires%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Rafael%20Pires%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%2C%22Engineering%22%5D%2C%22numCiting%22%3A36%2C%22numCitedBy%22%3A0%2C%22citationContexts%22%3A%5B%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20learning%20(FL)%20enables%20a%20set%20of%20client%20devices%20to%20collaboratively%20train%20a%20model%20without%20sharing%20raw%20data.%20This%20process%2C%20though%2C%20operates%20under%20the%20constrained%20computation%20and%20communication%20resources%20of%20edge%20devices.%20These%20constraints%20combined%20with%20systems%20heterogeneity%20force%20some%20participating%20clients%20to%20perform%20fewer%20local%20updates%20than%20expected%20by%20the%20server%2C%20thus%20slowing%20down%20convergence.%20Exhaustive%20tuning%20of%20hyperparameters%20in%20FL%2C%20furthermore%2C%20can%20be%20resource-intensive%2C%20without%20which%20the%20convergence%20is%20adversely%20affected.%20In%20this%20work%2C%20we%20propose%20GeL%2C%20the%20guess%20and%20learn%20algorithm.%20GeL%20enables%20constrained%20edge%20devices%20to%20perform%20additional%20learning%20through%20guessed%20updates%20on%20top%20of%20gradient-based%20steps.%20These%20guesses%20are%20gradientless%2C%20i.e.%2C%20participating%20clients%20leverage%20them%20for%20free.%20Our%20generic%20guessing%20algorithm%20(i)%20can%20be%20flexibly%20combined%20with%20several%20state-of-the-art%20algorithms%20including%20FedProx%2C%20FedNova%20or%20FedYogi%3B%20and%20(ii)%20achieves%20significantly%20improved%20performance%20when%20the%20learning%20rates%20are%20not%20best%20tuned.%20We%20conduct%20extensive%20experiments%20and%20show%20that%20GeL%20can%20boost%20empirical%20convergence%20by%20up%20to%2040%25%20in%20resource-constrained%20networks%20while%20relieving%20the%20need%20for%20exhaustive%20learning%20rate%20tuning.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20proposes%20GeL%2C%20the%20guess%20and%20learn%20algorithm%2C%20which%20can%20boost%20empirical%20convergence%20by%20up%20to%2040%25%20in%20resource-constrained%20networks%20while%20relieving%20the%20need%20for%20exhaustive%20learning%20rate%20tuning.%22%2C%22abstractSimilarityScore%22%3A31%7D%2C%22isPdfVisible%22%3Atrue%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22430a13ce74e2cce8a5316fdc14d4aba7f651890b%22%2C%22corpusId%22%3A254017533%2C%22title%22%3A%7B%22text%22%3A%22Federated%20Learning%20Hyperparameter%20Tuning%20From%20a%20System%20Perspective%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Federated-Learning-Hyperparameter-Tuning-From-a-Zhang-Fu%22%2C%22venue%22%3A%7B%22text%22%3A%22IEEE%20Internet%20of%20Things%20Journal%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%22228761ec-c40a-479b-8309-9dcbe9851bcd%22%2C%22year%22%3A2023%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Huan%20Zhang%22%2C%22ids%22%3A%5B%222109068123%22%5D%2C%22slug%22%3A%22Huan-Zhang%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Huan%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Zhang%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Huan%20Zhang%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Lei%20Fu%22%2C%22ids%22%3A%5B%222189547052%22%5D%2C%22slug%22%3A%22Lei-Fu%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Lei%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Fu%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Lei%20Fu%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Mi%20Zhang%22%2C%22ids%22%3A%5B%222328615151%22%5D%2C%22slug%22%3A%22Mi-Zhang%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Mi%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Zhang%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Mi%20Zhang%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Pengfei%20Hu%22%2C%22ids%22%3A%5B%2250466696%22%5D%2C%22slug%22%3A%22Pengfei-Hu%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Pengfei%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Hu%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Pengfei%20Hu%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Xiuzhen%20Cheng%22%2C%22ids%22%3A%5B%22143651788%22%5D%2C%22slug%22%3A%22Xiuzhen-Cheng%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Xiuzhen%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Cheng%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Xiuzhen%20Cheng%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22P.%20Mohapatra%22%2C%22ids%22%3A%5B%22144752813%22%5D%2C%22slug%22%3A%22P.-Mohapatra%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Prasant%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Mohapatra%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22P.%20Mohapatra%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Xin%20Liu%22%2C%22ids%22%3A%5B%222146074198%22%5D%2C%22slug%22%3A%22Xin-Liu%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Xin%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Liu%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Xin%20Liu%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A52%2C%22numCitedBy%22%3A3%2C%22citationContexts%22%3A%5B%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22UNPAYWALL%22%7D%2C%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20learning%20(FL)%20is%20a%20distributed%20model%20training%20paradigm%20that%20preserves%20clients%E2%80%99%20data%20privacy.%20It%20has%20gained%20tremendous%20attention%20from%20both%20academia%20and%20industry.%20FL%20hyperparameters%20(e.g.%2C%20the%20number%20of%20selected%20clients%20and%20the%20number%20of%20training%20passes)%20significantly%20affect%20the%20training%20overhead%20in%20terms%20of%20computation%20time%2C%20transmission%20time%2C%20computation%20load%2C%20and%20transmission%20load.%20However%2C%20the%20current%20practice%20of%20manually%20selecting%20FL%20hyperparameters%20imposes%20a%20heavy%20burden%20on%20FL%20practitioners%20because%20applications%20have%20different%20training%20preferences.%20In%20this%20article%2C%20we%20propose%20FedTune%2C%20an%20automatic%20FL%20hyperparameter%20tuning%20algorithm%20tailored%20to%20applications%E2%80%99%20diverse%20system%20requirements%20in%20FL%20training.%20FedTune%20iteratively%20adjusts%20FL%20hyperparameters%20during%20FL%20training%20and%20can%20be%20easily%20integrated%20into%20existing%20FL%20systems.%20Through%20extensive%20evaluations%20of%20FedTune%20for%20diverse%20applications%20and%20FL%20aggregation%20algorithms%2C%20we%20show%20that%20FedTune%20is%20lightweight%20and%20effective%2C%20achieving%208.48%25%E2%80%9326.75%25%20system%20overhead%20reduction%20compared%20to%20using%20fixed%20FL%20hyperparameters.%20This%20article%20assists%20FL%20practitioners%20in%20designing%20high-performance%20FL%20training%20solutions.%20The%20source%20code%20of%20FedTune%20is%20available%20at%20https%3A%2F%2Fgithub.com%2FDataSysTech%2FFedTune.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22FedTune%20is%20proposed%2C%20an%20automatic%20FL%20hyperparameter%20tuning%20algorithm%20tailored%20to%20applications%E2%80%99%20diverse%20system%20requirements%20in%20FL%20training%20that%20is%20lightweight%20and%20effective%20and%20can%20be%20easily%20integrated%20into%20existing%20FL%20systems.%22%2C%22abstractSimilarityScore%22%3A25%7D%2C%22isPdfVisible%22%3Atrue%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22bcf0721372488ab2c8e5fed52969ff1603d8d59a%22%2C%22corpusId%22%3A249461980%2C%22title%22%3A%7B%22text%22%3A%22FedHPO-B%3A%20A%20Benchmark%20Suite%20for%20Federated%20Hyperparameter%20Optimization%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22FedHPO-B%3A-A-Benchmark-Suite-for-Federated-Wang-Kuang%22%2C%22venue%22%3A%7B%22text%22%3A%22ArXiv%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%221901e811-ee72-4b20-8f7e-de08cd395a10%22%2C%22year%22%3A2022%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Zhen%20Wang%22%2C%22ids%22%3A%5B%222118453148%22%5D%2C%22slug%22%3A%22Zhen-Wang%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Zhen%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Wang%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Zhen%20Wang%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Weirui%20Kuang%22%2C%22ids%22%3A%5B%222162042348%22%5D%2C%22slug%22%3A%22Weirui-Kuang%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Weirui%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Kuang%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Weirui%20Kuang%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Ce%20Zhang%22%2C%22ids%22%3A%5B%221776014%22%5D%2C%22slug%22%3A%22Ce-Zhang%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Ce%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Zhang%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Ce%20Zhang%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Bolin%20Ding%22%2C%22ids%22%3A%5B%221696332%22%5D%2C%22slug%22%3A%22Bolin-Ding%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Bolin%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Ding%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Bolin%20Ding%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Yaliang%20Li%22%2C%22ids%22%3A%5B%222110479359%22%5D%2C%22slug%22%3A%22Yaliang-Li%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Yaliang%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Li%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Yaliang%20Li%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A50%2C%22numCitedBy%22%3A13%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22Unlike%20centralized%20learning%2C%20where%20each%20execution%20can%20only%20try%20a%20specific%20%CE%BB%2C%20some%20FedHPO%20works%2C%20such%20as%20FedEx%20%5B10%5D%2C%20concurrently%20explores%20different%20client-side%20configurations%20in%20each%20round%20and%20updates%20a%20policy%20w.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A110%2C%22end%22%3A114%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22We%20have%20implemented%20FedEx%20in%20FS%20with%20such%20a%20view%2C%20where%20%CE%BBi%20is%20independently%20sampled%20from%20the%20global%20policy%2C%20and%20the%20%E2%80%9Cupdate%E2%80%9D%20operator%20at%20the%20server-side%20is%20exponential%20gradient%20descent.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A20%2C%22end%22%3A25%7D%5D%7D%2C%22intents%22%3A%5B%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Unlike%20centralized%20learning%2C%20where%20each%20execution%20can%20only%20try%20a%20specific%20%CE%BB%2C%20some%20FedHPO%20works%2C%20such%20as%20FedEx%20%5B10%5D%2C%20concurrently%20explores%20different%20client-side%20configurations%20in%20each%20round%20and%20updates%20a%20policy%20w.r.t.%20the%20feedback%20from%20all%20these%20clients.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A103%2C%22end%22%3A108%7D%5D%7D%2C%22intents%22%3A%5B%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22The%20wrapper%20is%20responsible%20for%20(1)%20determining%20the%20server-side%20learning_rate%20for%20FedOPT%20and%20(2)%20determining%20the%20arms%20for%20FedEx.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A121%2C%22end%22%3A126%7D%5D%7D%2C%22intents%22%3A%5B%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Despite%20the%20various%20scenarios%20in%20FL%20literature%2C%20we%20restrict%20our%20discussion%20about%20FedHPO%20to%20one%20of%20the%20most%20general%20FL%20settings%20that%20has%20also%20been%20adopted%20in%20existing%20FedHPO%20works%20%5B10%2C%2023%5D.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A179%2C%22end%22%3A187%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Then%20we%20adopt%20RS%2C%20SHA%2C%20FedEx%20wrapped%20by%20RS%20(denoted%20by%20%E2%80%9CRS%2BFedEx%E2%80%9D)%2C%20and%20FedEx%20wrapped%20by%20SHA%20(denoted%20by%20%E2%80%9CSHA%2BFedEx%E2%80%9D)%20to%20optimize%20the%20design%20choices%20of%20FedAvg%20and%20FedOPT%2C%20respectively.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A23%2C%22end%22%3A28%7D%5D%7D%2C%22intents%22%3A%5B%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22However%2C%20FedHPO%20methods%2C%20including%20FTS%20%5B3%5D%20and%20FedEx%20%5B10%5D%2C%20are%20often%20coupled%20with%20the%20FL%20procedure%2C%20which%20needs%20to%20be%20implemented%20in%20FS%20if%20we%20want%20to%20incorporate%20them%20into%20FEDHPO-B%2C%20as%20the%20red%20color%20%E2%80%9CFedHPO%E2%80%9D%20module%20in%20Figure%201%20shows.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A53%2C%22end%22%3A57%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22FedEx%20regards%20this%20strategy%20as%20a%20FedHPO%20counterpart%20to%20the%20weight-sharing%20strategy%20in%20neural%20architecture%20search.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A0%2C%22end%22%3A5%7D%5D%7D%2C%22intents%22%3A%5B%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Thus%2C%20multi-fidelity%20methods%2C%20particularly%20those%20capable%20of%20one-shot%20optimization%20%5B10%2C%2024%5D%2C%20are%20more%20in%20demand%20in%20FedHPO.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A82%2C%22end%22%3A90%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Atrue%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Hyperparameter%20optimization%20(HPO)%20is%20crucial%20for%20machine%20learning%20algorithms%20to%20achieve%20satisfactory%20performance%2C%20whose%20progress%20has%20been%20boosted%20by%20related%20benchmarks.%20Nonetheless%2C%20existing%20efforts%20in%20benchmarking%20all%20focus%20on%20HPO%20for%20traditional%20centralized%20learning%20while%20ignoring%20federated%20learning%20(FL)%2C%20a%20promising%20paradigm%20for%20collaboratively%20learning%20models%20from%20dispersed%20data.%20In%20this%20paper%2C%20we%20first%20identify%20some%20uniqueness%20of%20HPO%20for%20FL%20algorithms%20from%20various%20aspects.%20Due%20to%20this%20uniqueness%2C%20existing%20HPO%20benchmarks%20no%20longer%20satisfy%20the%20need%20to%20compare%20HPO%20methods%20in%20the%20FL%20setting.%20To%20facilitate%20the%20research%20of%20HPO%20in%20the%20FL%20setting%2C%20we%20propose%20and%20implement%20a%20benchmark%20suite%20FedHPO-B%20that%20incorporates%20comprehensive%20FL%20tasks%2C%20enables%20efficient%20function%20evaluations%2C%20and%20eases%20continuing%20extensions.%20We%20also%20conduct%20extensive%20experiments%20based%20on%20FedHPO-B%20to%20benchmark%20a%20few%20HPO%20methods.%20We%20open-source%20FedHPO-B%20at%20https%3A%2F%2Fgithub.com%2Falibaba%2FFederatedScope%2Ftree%2Fmaster%2Fbenchmark%2FFedHPOB.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20paper%20proposes%20and%20implements%20a%20benchmark%20suite%20FedHPO-B%20that%20incorporates%20comprehensive%20FL%20tasks%2C%20enables%20efficient%20function%20evaluations%2C%20and%20eases%20continuing%20extensions%20to%20facilitate%20the%20research%20of%20HPO%20in%20the%20FL%20setting.%22%2C%22abstractSimilarityScore%22%3A27%7D%2C%22isPdfVisible%22%3Atrue%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%225a0a5908ae9f43e782aaaf81c0416e536d37f84b%22%2C%22corpusId%22%3A250048356%2C%22title%22%3A%7B%22text%22%3A%22HANF%3A%20Hyperparameter%20And%20Neural%20Architecture%20Search%20in%20Federated%20Learning%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22HANF%3A-Hyperparameter-And-Neural-Architecture-Search-Seng-Prasad%22%2C%22venue%22%3A%7B%22text%22%3A%22ArXiv%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%221901e811-ee72-4b20-8f7e-de08cd395a10%22%2C%22year%22%3A2022%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Jonas%20Seng%22%2C%22ids%22%3A%5B%222170361567%22%5D%2C%22slug%22%3A%22Jonas-Seng%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Jonas%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Seng%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Jonas%20Seng%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22P.%20Prasad%22%2C%22ids%22%3A%5B%222053380123%22%5D%2C%22slug%22%3A%22P.-Prasad%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Pooja%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Prasad%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22P.%20Prasad%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22D.%20Dhami%22%2C%22ids%22%3A%5B%2239552485%22%5D%2C%22slug%22%3A%22D.-Dhami%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Devendra%22%2C%22middleNames%22%3A%5B%22Singh%22%5D%2C%22lastName%22%3A%22Dhami%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22D.%20Dhami%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22K.%20Kersting%22%2C%22ids%22%3A%5B%222113406566%22%5D%2C%22slug%22%3A%22K.-Kersting%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Kristian%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Kersting%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22K.%20Kersting%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%2C%22Engineering%22%5D%2C%22numCiting%22%3A33%2C%22numCitedBy%22%3A7%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22has%20been%20done%20to%20tune%20non-architectural%20hyperparameters%20for%20training%20neural%20networks%20Khodak%20et%20al.%20%5B2021%5D%2C%20Agrawal%20et%20al.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A85%2C%22end%22%3A106%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Genetic%20CFLAgrawal%20et%20al.%20%5B2021b%5D%20clustered%20edge%20devices%20based%20on%20the%20training%20hyperparameters%20and%20genetically%20modified%20the%20parameters%20clusterwise.%20FLoRAZhou%20et%20al.%20%5B2021%5D%20used%20a%20single-shot%20task%20by%20querying%20each%20client%20for%20several%20configurations%20once%20and%20select%20the%20best%20configuration%20based%20on%20what%20the%20clients%20returned%20w.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A11%2C%22end%22%3A172%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22has%20been%20done%20to%20tune%20non-architectural%20hyperparameters%20for%20training%20neural%20networks%20Khodak%20et%20al.%20%5B2021%5D%2C%20Agrawal%20et%20al.%20%5B2021a%5D.%20However%2C%20most%20of%20these%20techniques%20focus%20on%20just%20optimizing%20either%20the%20architecture%20or%20the%20non-architectural%20hyperparameters%2C%20thus%20omitting%20the%20underlying%20dependencies%20between%20them.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A85%2C%22end%22%3A130%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Genetic%20CFLAgrawal%20et%20al.%20%5B2021b%5D%20clustered%20edge%20devices%20based%20on%20the%20training%20hyperparameters%20and%20genetically%20modified%20the%20parameters%20clusterwise.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A11%2C%22end%22%3A34%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22FedExKhodak%20et%20al.%20%5B2021%5D%20used%20weight-sharing%20method%20of%20neural%20architecture%20search%20for%20hyperparameter%20optimization%20in%20the%20federated%20setting.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A5%2C%22end%22%3A26%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Atrue%2C%22badges%22%3A%5B%7B%22id%22%3A%22UNPAYWALL%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Automated%20machine%20learning%20(AutoML)%20is%20an%20important%20step%20to%20make%20machine%20learning%20models%20being%20widely%20applied%20to%20solve%20real%20world%20problems.%20Despite%20numerous%20research%20advancement%2C%20machine%20learning%20methods%20are%20not%20fully%20utilized%20by%20industries%20mainly%20due%20to%20their%20data%20privacy%20and%20security%20regulations%2C%20high%20cost%20involved%20in%20storing%20and%20computing%20increasing%20amount%20of%20data%20at%20central%20location%20and%20most%20importantly%20lack%20of%20expertise.%20Hence%2C%20we%20introduce%20a%20novel%20framework%2C%20HANF%20-%20H%20yperparameter%20A%20nd%20N%20eural%20architecture%20search%20in%20F%20ederated%20learning%20as%20a%20step%20towards%20building%20an%20AutoML%20framework%20for%20data%20distributed%20across%20several%20data%20owner%20servers%20without%20any%20need%20for%20bringing%20the%20data%20to%20a%20central%20location.%20HANF%20jointly%20optimizes%20a%20neural%20architecture%20and%20non-architectural%20hyperparameters%20of%20a%20learning%20algorithm%20using%20gradient-based%20neural%20architecture%20search%20and%20n%20-armed%20bandit%20approach%20respectively%20in%20data%20distributed%20setting.%20We%20show%20that%20HANF%20ef%EF%AC%81ciently%20%EF%AC%81nds%20the%20optimized%20neural%20architecture%20and%20also%20tunes%20the%20hyperparameters%20on%20data%20owner%20servers.%20Additionally%2C%20HANF%20can%20be%20applied%20in%20both%2C%20federated%20and%20non-federated%20settings.%20Empirically%2C%20we%20show%20that%20HANF%20converges%20towards%20well-suited%20architectures%20and%20non-architectural%20hyperparameter-sets%20using%20image-classi%EF%AC%81cation%20tasks.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22A%20novel%20framework%2C%20HANF%2C%20which%20jointly%20optimizes%20a%20neural%20architecture%20and%20non-architectural%20hyperparameters%20of%20a%20learning%20algorithm%20using%20gradient-based%20neural%20architecture%20search%20and%20n%20-armed%20bandit%20approach%20respectively%20in%20data%20distributed%20setting%20as%20a%20step%20towards%20building%20an%20AutoML%20framework.%22%2C%22abstractSimilarityScore%22%3A43%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22d3351aff337a0b6b283447a185e9b9eea494337c%22%2C%22corpusId%22%3A261030485%2C%22title%22%3A%7B%22text%22%3A%22FedPop%3A%20Federated%20Population-based%20Hyperparameter%20Tuning%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22FedPop%3A-Federated-Population-based-Hyperparameter-Chen-Krompass%22%2C%22venue%22%3A%7B%22text%22%3A%22ArXiv%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%221901e811-ee72-4b20-8f7e-de08cd395a10%22%2C%22year%22%3A2023%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Haokun%20Chen%22%2C%22ids%22%3A%5B%222242179544%22%5D%2C%22slug%22%3A%22Haokun-Chen%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Haokun%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Chen%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Haokun%20Chen%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Denis%20Krompass%22%2C%22ids%22%3A%5B%222614774%22%5D%2C%22slug%22%3A%22Denis-Krompass%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Denis%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Krompass%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Denis%20Krompass%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Jindong%20Gu%22%2C%22ids%22%3A%5B%2252203056%22%5D%2C%22slug%22%3A%22Jindong-Gu%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Jindong%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Gu%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Jindong%20Gu%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Volker%20Tresp%22%2C%22ids%22%3A%5B%221742501819%22%5D%2C%22slug%22%3A%22Volker-Tresp%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Volker%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Tresp%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Volker%20Tresp%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A45%2C%22numCitedBy%22%3A0%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22This%20is%20because%20we%20find%20that%20using%20too%20distinct%20HP-vectors%20for%20the%20active%20clients%20would%20lead%20to%20unstable%20performance%2C%20which%20was%20also%20observed%20in%20(Khodak%20et%20al.%202021).%22%2C%22fragments%22%3A%5B%7B%22start%22%3A146%2C%22end%22%3A164%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Following%20the%20setting%20introduced%20in%20(Khodak%20et%20al.%202021)%2C%20we%20assume%20that%20there%20are%20N%20c%20%E2%88%88%20N%20%2B%20clients%20joining%20the%20federated%20communication.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A37%2C%22end%22%3A55%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22The%20proposed%20algorithm%20FedPop%20achieves%20new%20state-of-the-art%20(SOTA)%20results%20on%20three%20common%20FL%20benchmarks%20with%20both%20vision%20and%20language%20tasks%2C%20surpassing%20the%20concurrent%20SOTA%20HPT%20method%20for%20FL%2C%20i.e.%2C%20FedEx%20(Khodak%20et%20al.%202021).%22%2C%22fragments%22%3A%5B%7B%22start%22%3A205%2C%22end%22%3A223%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Following%20(Khodak%20et%20al.%202021)%2C%20we%20define%20%CE%B1%20%E2%88%88%20R(3)%20and%20%CE%B2%20%E2%88%88%20R(7)%2C%20i.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A10%2C%22end%22%3A30%7D%5D%7D%2C%22intents%22%3A%5B%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%2210%20and%20shakespeare%2C%20while%20(2000%2C%20200)%20for%20FEMNIST%20following%20previous%20works%20(Khodak%20et%20al.%202021%3B%20Caldas%20et%20al.%202018).%22%2C%22fragments%22%3A%5B%7B%22start%22%3A75%2C%22end%22%3A115%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22d%20(NIID)%20settings%2C%20we%20follow%20(Khodak%20et%20al.%202021%3B%20Caldas%20et%20al.%202018)%20and%20assume%20each%20client%20contains%20data%20from%20a%20specific%20writer%20in%20FEMNIST%2C%20or%20it%20represents%20an%20actor%20in%20Shakespeare.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A29%2C%22end%22%3A69%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Following%20(Khodak%20et%20al.%202021)%2C%20we%20define%20%CE%B1%20%E2%88%88%20R%203%20and%20%CE%B2%20%E2%88%88%20R%207%20%2C%20i.e.%2C%20we%20tune%20learning%20rate%2C%20scheduler%2C%20and%20momentum%20for%20server-side%20aggregation%20(%20Agg%20)%2C%20and%20learning%20rate%2C%20scheduler%2C%20momentum%2C%20weight-decay%2C%20the%20number%20of%20local%20epochs%2C%20batch-size%2C%20and%20dropout%20rate%20for%20local%20clients%20updates%20(%20Loc%20)%2C%E2%80%A6%22%2C%22fragments%22%3A%5B%7B%22start%22%3A11%2C%22end%22%3A29%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%2210%20and%20shakespeare%2C%20while%20(2000%20%2C%20200)%20for%20FEMNIST%20following%20previous%20works%20(Khodak%20et%20al.%202021%3B%20Caldas%20et%20al.%202018).%22%2C%22fragments%22%3A%5B%7B%22start%22%3A77%2C%22end%22%3A95%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%222021)%20or%20gradient-based%20hyperparameter%20optimization%20(Khodak%20et%20al.%202021)%2C%20which%20saves%20the%20communication%20and%20computation%20costs.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A52%2C%22end%22%3A72%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Following%20the%20setting%20introduced%20in%20(Khodak%20et%20al.%202021)%2C%20we%20assume%20that%20there%20are%20Nc%20%E2%88%88%20N%20clients%20joining%20the%20federated%20communication.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A36%2C%22end%22%3A56%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22(2)%20For%20non-i.i.d%20(%20NIID%20)%20settings%2C%20we%20follow%20(Khodak%20et%20al.%202021%3B%20Caldas%20et%20al.%202018)%20and%20assume%20each%20client%20contains%20data%20from%20a%20specific%20writer%20in%20FEMNIST%2C%20or%20it%20represents%20an%20actor%20in%20Shake-speare.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A48%2C%22end%22%3A66%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Recently%2C%20a%20few%20approaches%20have%20emerged%20to%20address%20the%20problem%20intersection%20of%20HPT%20and%20FL%2C%20but%20they%20still%20exhibit%20certain%20limitations%3A%20FedEx%20(Khodak%20et%20al.%202021)%20pre-defines%20a%20narrower%20HP%20search%20space%2C%20while%20FLoRA%20(Zhou%20et%20al.%202021)%20requires%20costly%20retraining%20after%20HP-optimization.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A142%2C%22end%22%3A160%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Solutions%20to%20Challenges%3A%20(%20C1%20)%20FedPop%20does%20not%20requires%20Bayesian%20Optimization%20(Zhou%20et%20al.%202021)%20or%20gradient-based%20hyperparameter%20optimization%20(Khodak%20et%20al.%202021)%2C%20which%20saves%20the%20communication%20and%20computation%20costs.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A145%2C%22end%22%3A163%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Firstly%2C%20we%20compare%20FedPop%20with%20the%20SOTA%20and%20other%20baseline%20methods%20on%20three%20common%20FL%20benchmarks%20following%20(Khodak%20et%20al.%202021).%22%2C%22fragments%22%3A%5B%7B%22start%22%3A109%2C%22end%22%3A127%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Recently%2C%20a%20few%20approaches%20have%20emerged%20to%20address%20the%20problem%20intersection%20of%20HPT%20and%20FL%2C%20but%20they%20still%20exhibit%20certain%20limitations%3A%20FedEx%20(Khodak%20et%20al.%202021)%20pre-defines%20a%20narrower%20HP%20search%20space%2C%20while%20FLoRA%20(Zhou%20et%20al.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A141%2C%22end%22%3A161%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%5D%2C%22isKey%22%3Atrue%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20Learning%20(FL)%20is%20a%20distributed%20machine%20learning%20(ML)%20paradigm%2C%20in%20which%20multiple%20clients%20collaboratively%20train%20ML%20models%20without%20centralizing%20their%20local%20data.%20Similar%20to%20conventional%20ML%20pipelines%2C%20the%20client%20local%20optimization%20and%20server%20aggregation%20procedure%20in%20FL%20are%20sensitive%20to%20the%20hyperparameter%20(HP)%20selection.%20Despite%20extensive%20research%20on%20tuning%20HPs%20for%20centralized%20ML%2C%20these%20methods%20yield%20suboptimal%20results%20when%20employed%20in%20FL.%20This%20is%20mainly%20because%20their%5C%22training-after-tuning%5C%22framework%20is%20unsuitable%20for%20FL%20with%20limited%20client%20computation%20power.%20While%20some%20approaches%20have%20been%20proposed%20for%20HP-Tuning%20in%20FL%2C%20they%20are%20limited%20to%20the%20HPs%20for%20client%20local%20updates.%20In%20this%20work%2C%20we%20propose%20a%20novel%20HP-tuning%20algorithm%2C%20called%20Federated%20Population-based%20Hyperparameter%20Tuning%20(FedPop)%2C%20to%20address%20this%20vital%20yet%20challenging%20problem.%20FedPop%20employs%20population-based%20evolutionary%20algorithms%20to%20optimize%20the%20HPs%2C%20which%20accommodates%20various%20HP%20types%20at%20both%20the%20client%20and%20server%20sides.%20Compared%20with%20prior%20tuning%20methods%2C%20FedPop%20employs%20an%20online%5C%22tuning-while-training%5C%22framework%2C%20offering%20computational%20efficiency%20and%20enabling%20the%20exploration%20of%20a%20broader%20HP%20search%20space.%20Our%20empirical%20validation%20on%20the%20common%20FL%20benchmarks%20and%20complex%20real-world%20FL%20datasets%2C%20including%20full-sized%20Non-IID%20ImageNet-1K%2C%20demonstrates%20the%20effectiveness%20of%20the%20proposed%20method%2C%20which%20substantially%20outperforms%20the%20concurrent%20state-of-the-art%20HP-tuning%20methods%20in%20FL.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22The%20proposed%20FedPop%20algorithm%20employs%20population-based%20evolutionary%20algorithms%20to%20optimize%20the%20HPs%2C%20which%20accommodates%20various%20HP%20types%20at%20both%20the%20client%20and%20server%20sides%2C%20and%20substantially%20outperforms%20the%20concurrent%20state-of-the-art%20HP-tuning%20methods%20in%20FL.%22%2C%22abstractSimilarityScore%22%3A6%7D%2C%22isPdfVisible%22%3Atrue%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22d5fe6c3f0639739e56db7343e8ab424017100029%22%2C%22corpusId%22%3A258437072%2C%22title%22%3A%7B%22text%22%3A%22FedAVO%3A%20Improving%20Communication%20Efficiency%20in%20Federated%20Learning%20with%20African%20Vultures%20Optimizer%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22FedAVO%3A-Improving-Communication-Efficiency-in-with-Hossain-Imteaj%22%2C%22venue%22%3A%7B%22text%22%3A%222024%20IEEE%2048th%20Annual%20Computers%2C%20Software%2C%20and%20Applications%20Conference%20(COMPSAC)%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%22e574da12-4e4c-4b78-a203-ae3719c0c4f7%22%2C%22year%22%3A2024%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Md.%20Zarif%20Hossain%22%2C%22ids%22%3A%5B%222197739642%22%5D%2C%22slug%22%3A%22Md.-Zarif-Hossain%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Md.%22%2C%22middleNames%22%3A%5B%22Zarif%22%5D%2C%22lastName%22%3A%22Hossain%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Md.%20Zarif%20Hossain%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Ahmed%20Imteaj%22%2C%22ids%22%3A%5B%229200592%22%5D%2C%22slug%22%3A%22Ahmed-Imteaj%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Ahmed%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Imteaj%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Ahmed%20Imteaj%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A75%2C%22numCitedBy%22%3A4%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22FedEx%20%5B35%5D%2C%20on%20the%20other%20hand%2C%20optimizes%20hyperparameter%20tuning%20by%20leveraging%20Neural%20Architecture%20Search%20(NAS)%20techniques%20with%20a%20weight-sharing%20architecture.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A7%2C%22end%22%3A9%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22UNPAYWALL%22%7D%2C%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20Learning%20(FL)%20has%20recently%20experienced%20tremendous%20popularity%20due%20to%20its%20emphasis%20on%20user%20data%20privacy.%20However%2C%20the%20distributed%20computations%20of%20FL%20can%20result%20in%20constrained%20communication%20and%20drawn-out%20learning%20processes%2C%20necessitating%20the%20client-server%20communication%20cost%20optimization.%20The%20ratio%20of%20chosen%20clients%20and%20the%20quantity%20of%20local%20training%20passes%20are%20two%20hyperparameters%20that%20have%20a%20significant%20impact%20on%20the%20performance%20of%20FL.%20Due%20to%20different%20training%20preferences%20across%20various%20applications%2C%20it%20can%20be%20difficult%20for%20FL%20practitioners%20to%20manually%20select%20such%20hyperparameters.%20In%20this%20paper%2C%20we%20introduce%20FedAVO%2C%20a%20novel%20FL%20algorithm%20that%20enhances%20communication%20effectiveness%20by%20selecting%20the%20best%20hyperparameters%20leveraging%20the%20African%20Vulture%20Optimizer%20(AVO).%20Our%20research%20demonstrates%20that%20the%20communication%20costs%20associated%20with%20FL%20operations%20can%20be%20substantially%20reduced%20by%20adopting%20AVO%20for%20FL%20hyperparameter%20adjustment.%20Through%20extensive%20evaluations%20of%20FedAVO%20on%20benchmark%20datasets%2C%20we%20identify%20the%20optimal%20hyperparameters%20that%20are%20appropriately%20fitted%20for%20the%20benchmark%20datasets%2C%20eventually%20increasing%20global%20model%20accuracy%20by%206%25%20in%20comparison%20to%20the%20state-of-the-art%20FL%20algorithms%20(such%20as%20FedAvg%2C%20FedProx%2C%20FedPSO).%20The%20code%2C%20data%2C%20and%20experiments%20have%20been%20made%20publicly%20available%20on%20our%20GitHub%20repository11https%3A%2F%2Fgithub.com%2Fspeedlab-git%2FFedAVO.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22FedAVO%20is%20introduced%2C%20a%20novel%20FL%20algorithm%20that%20enhances%20communication%20effectiveness%20by%20selecting%20the%20best%20hyperparameters%20leveraging%20the%20African%20Vulture%20Optimizer%20(AVO).%22%2C%22abstractSimilarityScore%22%3A30%7D%2C%22isPdfVisible%22%3Atrue%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%224164f404f596b2914835ad6ab289af6a1dd2bdca%22%2C%22corpusId%22%3A258060214%2C%22title%22%3A%7B%22text%22%3A%22HPN%3A%20Personalized%20Federated%20Hyperparameter%20Optimization%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22HPN%3A-Personalized-Federated-Hyperparameter-Cheng-Wang%22%2C%22venue%22%3A%7B%22text%22%3A%22ArXiv%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%221901e811-ee72-4b20-8f7e-de08cd395a10%22%2C%22year%22%3A2023%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Anda%20Cheng%22%2C%22ids%22%3A%5B%225987050%22%5D%2C%22slug%22%3A%22Anda-Cheng%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Anda%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Cheng%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Anda%20Cheng%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Zhen%20Wang%22%2C%22ids%22%3A%5B%222118453148%22%5D%2C%22slug%22%3A%22Zhen-Wang%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Zhen%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Wang%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Zhen%20Wang%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Yaliang%20Li%22%2C%22ids%22%3A%5B%222110479359%22%5D%2C%22slug%22%3A%22Yaliang-Li%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Yaliang%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Li%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Yaliang%20Li%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Jianwei%20Cheng%22%2C%22ids%22%3A%5B%222107266335%22%5D%2C%22slug%22%3A%22Jianwei-Cheng%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Jianwei%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Cheng%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Jianwei%20Cheng%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A31%2C%22numCitedBy%22%3A1%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22In%20this%20paper%2C%20we%20largely%20follow%20the%20problem%20setting%20and%20notations%20considered%20in%20FedEx%20(Khodak%20et%20al.%2C%202021)%2C%20yet%20we%20extend%20FedHPO%20into%20a%20personalized%20setting%2C%20which%20brings%20in%20more%20challenges.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A88%2C%22end%22%3A107%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Instead%20of%20a%20context-free%20bandit%20model%20widely%20adopted%20in%20existing%20FedHPO%20works%20(e.g.%2C%20FedEx%20(Khodak%20et%20al.%2C%202021))%2C%20we%20design%20a%20policy%20network%20that%20takes%20a%20client%20encoding%20as%20input%20and%20outputs%20a%20distribution%20over%20the%20original%20search%20space.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A93%2C%22end%22%3A112%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22To%20reduce%20the%20number%20of%20trials%20FedHPO%20methods%20need%2C%20one%20promising%20strategy%20is%20to%20make%20%E2%80%9Cconcurrent%20exploration%E2%80%9D%20(Khodak%20et%20al.%2C%202021%3B%20Wang%20et%20al.%2C%202022)%2C%20i.e.%2C%20letting%20FL%20participants%20try%20different%20hyperparameter%20configurations%20in%20each%20communication%20round.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A110%2C%22end%22%3A129%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22In%20addition%2C%20we%20also%20consider%20the%20combination%20of%20FedEx%20(Khodak%20et%20al.%2C%202021)%20with%20the%20above%20methods%20by%20applying%20these%20traditional%20HPO%20methods%20as%20wrappers%2C%20leading%20to%20five%20FedHPO%20methods%20(Wang%20et%20al.%2C%202022)%3A%20RS%2BFedEx%2C%20BORF%2BFedEx%2C%20BOGP%2BFedEx%2C%20HB%2BFedEx%2C%20and%20BOHB%2BFedEx.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A56%2C%22end%22%3A75%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22To%20alleviate%20this%20issue%2C%20FedEx%20(Khodak%20et%20al.%2C%202021)%20restricts%20its%20scope%20to%20optimizing%20only%20the%20local%20training-related%20hyperparameters%20and%20incorporates%20the%20weight-sharing%20trick%20of%20neural%20architecture%20search%20(NAS)%20(Pham%20et%20al.%2C%202018)%20into%20FedHPO%2C%20where%20the%20following%20single-level%20surrogate%20problem%20is%E2%80%A6%22%2C%22fragments%22%3A%5B%7B%22start%22%3A32%2C%22end%22%3A51%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22%E2%80%A6multi-fidelity%20methods%2C%20such%20as%20Successive%20Halving%20Algorithm%20(SHA)%20(Jamieson%20%26%20Talwalkar%2C%202016)%2C%20make%20hard%20elimination%20of%20candidate%20configurations%2C%20which%20is%20troublesome%20due%20to%20the%20noisy%20validation%20performance%20federally%20attained%20from%20just%20a%20portion%20of%20all%20validation%20datasets%20(Khodak%20et%20al.%2C%202021).%22%2C%22fragments%22%3A%5B%7B%22start%22%3A277%2C%22end%22%3A296%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Atrue%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Numerous%20research%20studies%20in%20the%20field%20of%20federated%20learning%20(FL)%20have%20attempted%20to%20use%20personalization%20to%20address%20the%20heterogeneity%20among%20clients%2C%20one%20of%20FL's%20most%20crucial%20and%20challenging%20problems.%20However%2C%20existing%20works%20predominantly%20focus%20on%20tailoring%20models.%20Yet%2C%20due%20to%20the%20heterogeneity%20of%20clients%2C%20they%20may%20each%20require%20different%20choices%20of%20hyperparameters%2C%20which%20have%20not%20been%20studied%20so%20far.%20We%20pinpoint%20two%20challenges%20of%20personalized%20federated%20hyperparameter%20optimization%20(pFedHPO)%3A%20handling%20the%20exponentially%20increased%20search%20space%20and%20characterizing%20each%20client%20without%20compromising%20its%20data%20privacy.%20To%20overcome%20them%2C%20we%20propose%20learning%20a%20%5C%5Ctextsc%7BH%7Dyper%5C%5Ctextsc%7BP%7Darameter%20%5C%5Ctextsc%7BN%7Detwork%20(HPN)%20fed%20with%20client%20encoding%20to%20decide%20personalized%20hyperparameters.%20The%20client%20encoding%20is%20calculated%20with%20a%20random%20projection-based%20procedure%20to%20protect%20each%20client's%20privacy.%20Besides%2C%20we%20design%20a%20novel%20mechanism%20to%20debias%20the%20low-fidelity%20function%20evaluation%20samples%20for%20learning%20HPN.%20We%20conduct%20extensive%20experiments%20on%20FL%20tasks%20from%20various%20domains%2C%20demonstrating%20the%20superiority%20of%20HPN.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20pinpoints%20two%20challenges%20of%20personalized%20federated%20hyperparameter%20optimization%20(pFedHPO)%3A%20handling%20the%20exponentially%20increased%20search%20space%20and%20characterizing%20each%20client%20without%20compromising%20its%20data%20privacy.%22%2C%22abstractSimilarityScore%22%3A36%7D%2C%22isPdfVisible%22%3Atrue%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22eb605df9c7d18a7b8fdde9b681381a2a4bbf10cf%22%2C%22corpusId%22%3A272762023%2C%22title%22%3A%7B%22text%22%3A%22Federated%20Hyperparameter%20Optimization%20through%20Reward-Based%20Strategies%3A%20Challenges%20and%20Insights%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Federated-Hyperparameter-Optimization-through-and-Nakka-Frikha%22%2C%22venue%22%3A%7B%22text%22%3A%222024%20IEEE%2FCVF%20Conference%20on%20Computer%20Vision%20and%20Pattern%20Recognition%20Workshops%20(CVPRW)%22%2C%22fragments%22%3A%5B%5D%7D%2C%22year%22%3A2024%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22K.%20K.%20Nakka%22%2C%22ids%22%3A%5B%2236727640%22%5D%2C%22slug%22%3A%22K.-K.-Nakka%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Krishna%22%2C%22middleNames%22%3A%5B%22Kanth%22%5D%2C%22lastName%22%3A%22Nakka%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22K.%20K.%20Nakka%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Ahmed%20Frikha%22%2C%22ids%22%3A%5B%222309476592%22%5D%2C%22slug%22%3A%22Ahmed-Frikha%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Ahmed%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Frikha%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Ahmed%20Frikha%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Ricardo%20Mendes%22%2C%22ids%22%3A%5B%222309477482%22%5D%2C%22slug%22%3A%22Ricardo-Mendes%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Ricardo%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Mendes%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Ricardo%20Mendes%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Xue%20Jiang%22%2C%22ids%22%3A%5B%222309518774%22%5D%2C%22slug%22%3A%22Xue-Jiang%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Xue%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Jiang%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Xue%20Jiang%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Xuebing%20Zhou%22%2C%22ids%22%3A%5B%222310115576%22%5D%2C%22slug%22%3A%22Xuebing-Zhou%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Xuebing%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Zhou%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Xuebing%20Zhou%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A31%2C%22numCitedBy%22%3A0%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22In%20this%20paper%2C%20we%20conduct%20detailed%20studies%20on%20a%20representative%20framework%2C%20FedEx%20%5B10%5D%2C%20to%20gain%20deeper%20insights%20on%20the%20reward-based%20tuning%20methods.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A81%2C%22end%22%3A83%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22To%20address%20these%20issues%2C%20recent%20works%20%5B3%2C%2010%5D%20have%20introduced%20reward-based%20approaches%20to%20FedHPO%2C%20enabling%20concurrent%20exploration%20of%20multiple%20hyperparameter%20configurations%20within%20a%20single%20communication%20round.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A42%2C%22end%22%3A44%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Following%20FedEx%20%5B10%5D%20implementation%2C%20we%20set%20the%20initial%20baseline%20%CE%BB%201%20to%200.0.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A17%2C%22end%22%3A19%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22To%20address%20the%20challenging%20problem%20of%20federated%20hyper-parameter%20optimization%20(FedHPO)%2C%20researchers%20in%20%5B3%2C%2010%5D%20proposed%20a%20framework%20well-suited%20to%20the%20decentralized%20setting.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A106%2C%22end%22%3A108%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22For%20example%2C%20Khodak%20et%20al.%20in%20%5B10%5D%20proposed%20FedEx%20for%20tuning%20the%20client-side%20hyperparameters%20by%20concurrently%20exploring%20multiple%20configurations%20across%20clients%20and%20learning%20the%20policy%20distribution%20over%20the%20hyperparameter%20configurations%20through%20a%20reward%20mechanism.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A31%2C%22end%22%3A33%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%5D%2C%22isKey%22%3Atrue%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Performing%20hyperparameter%20tuning%20in%20federated%20learning%20is%20often%20prohibitively%20expensive%20due%20to%20the%20substantial%20communication%20overhead%20associated%20with%20training%20a%20single%20configuration%2C%20especially%20with%20a%20large%20hyperparameter%20search%20space.%20To%20overcome%20this%20challenge%2C%20recent%20works%20explored%20reward-based%20approaches%20to%20learn%20a%20policy%20distribution%20over%20a%20set%20of%20hyperparameter%20configurations.%20These%20approaches%20enable%20the%20concurrent%20exploration%20of%20multiple%20hyperparameter%20configurations%20within%20a%20single%20communication%20round%2C%20thereby%20accelerating%20the%20search%20process.In%20this%20paper%2C%20we%20take%20a%20deeper%20look%20at%20the%20reward-based%20strategies%20and%20systematically%20analyze%20them%2C%20uncovering%20several%20issues%20and%20challenges%20associated%20with%20their%20adoption%20in%20practice.%20Furthermore%2C%20motivated%20by%20the%20insights%20from%20our%20analysis%2C%20we%20propose%20an%20in-depth%20evaluation%20of%20policy%20distribution%20with%20metrics%20that%20capture%20rankings%20of%20standalone%20configurations.%20We%20contribute%20this%20critical%20examination%20and%20proposed%20evaluation%20metrics%20in%20order%20to%20raise%20awareness%20about%20the%20challenges%20and%20hidden%20issues%20that%20reward-based%20federated%20hyperparameter%20optimization%20might%20face%20and%20to%20enable%20a%20more%20rigorous%20evaluation%20and%20therefore%20a%20faster%20progress%20in%20this%20research%20area.%20We%20expect%20that%20the%20identified%20challenges%20will%20serve%20as%20inspiration%20for%20the%20development%20of%20more%20robust%20and%20hyperparameter-free%20federated%20hyperparameter%20tuning%20approaches.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20paper%20takes%20a%20deeper%20look%20at%20the%20reward-based%20strategies%20and%20systematically%20analyze%20them%2C%20uncovering%20several%20issues%20and%20challenges%20associated%20with%20their%20adoption%20in%20practice%20and%20proposes%20an%20in-depth%20evaluation%20of%20policy%20distribution%20with%20metrics%20that%20capture%20rankings%20of%20standalone%20configurations.%22%2C%22abstractSimilarityScore%22%3A5%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%5D%2C%22query%22%3A%7B%22pageSize%22%3A10%2C%22page%22%3A1%2C%22sort%22%3A%22relevance%22%2C%22authors%22%3A%5B%5D%2C%22coAuthors%22%3A%5B%5D%2C%22venues%22%3A%5B%5D%2C%22requireViewablePdf%22%3Afalse%2C%22fieldsOfStudy%22%3A%5B%5D%2C%22citationType%22%3A%22citingPapers%22%2C%22includePdfVisibility%22%3Atrue%2C%22cues%22%3A%5B%22CitedByLibraryPaperCue%22%2C%22CitesYourPaperCue%22%2C%22CitesLibraryPaperCue%22%5D%2C%22safeFieldsOfStudy%22%3A%5B%5D%7D%2C%22totalPages%22%3A7%2C%22totalResults%22%3A70%2C%22stats%22%3A%7B%22coAuthors%22%3A%5B%5D%2C%22authors%22%3A%5B%5D%2C%22venues%22%3A%5B%5D%2C%22years%22%3A%5B%5D%2C%22countOfPapersWithViewablePdf%22%3A0%2C%22publicationTypes%22%3A%5B%5D%2C%22fieldsOfStudy%22%3A%5B%5D%2C%22totalCountAfterFilters%22%3A0%7D%7D%2C%22path%22%3A%22%2Fsearch%2Fpaper%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2Fcitations%22%2C%22requestId%22%3A43423%2C%22pathParams%22%3A%7B%22paperId%22%3A%2239dc3b78ca88ce661a669fbbe331c589bceadb6a%22%7D%2C%22responseStatus%22%3A200%2C%22context%22%3A%7B%7D%7D%2C%7B%22actionType%22%3A%22API_REQUEST_COMPLETE%22%2C%22requestType%22%3A%22SEARCH_REFERENCES%22%2C%22resultData%22%3A%7B%22results%22%3A%5B%7B%22id%22%3A%22b62fcd6f4ee4e0245e43e954a3a26dc3d3274e1f%22%2C%22corpusId%22%3A209515913%2C%22title%22%3A%7B%22text%22%3A%22Robust%20Federated%20Learning%20Through%20Representation%20Matching%20and%20Adaptive%20Hyper-parameters%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Robust-Federated-Learning-Through-Representation-Mostafa%22%2C%22venue%22%3A%7B%22text%22%3A%22ArXiv%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%221901e811-ee72-4b20-8f7e-de08cd395a10%22%2C%22year%22%3A2019%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22H.%20Mostafa%22%2C%22ids%22%3A%5B%2234516897%22%5D%2C%22slug%22%3A%22H.-Mostafa%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Hesham%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Mostafa%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22H.%20Mostafa%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A29%2C%22numCitedBy%22%3A36%2C%22citationContexts%22%3A%5B%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20learning%20is%20a%20distributed%2C%20privacy-aware%20learning%20scenario%20which%20trains%20a%20single%20model%20on%20data%20belonging%20to%20several%20clients.%20Each%20client%20trains%20a%20local%20model%20on%20its%20data%20and%20the%20local%20models%20are%20then%20aggregated%20by%20a%20central%20party.%20Current%20federated%20learning%20methods%20struggle%20in%20cases%20with%20heterogeneous%20client-side%20data%20distributions%20which%20can%20quickly%20lead%20to%20divergent%20local%20models%20and%20a%20collapse%20in%20performance.%20Careful%20hyper-parameter%20tuning%20is%20particularly%20important%20in%20these%20cases%20but%20traditional%20automated%20hyper-parameter%20tuning%20methods%20would%20require%20several%20training%20trials%20which%20is%20often%20impractical%20in%20a%20federated%20learning%20setting.%20We%20describe%20a%20two-pronged%20solution%20to%20the%20issues%20of%20robustness%20and%20hyper-parameter%20tuning%20in%20federated%20learning%20settings.%20We%20propose%20a%20novel%20representation%20matching%20scheme%20that%20reduces%20the%20divergence%20of%20local%20models%20by%20ensuring%20the%20feature%20representations%20in%20the%20global%20(aggregate)%20model%20can%20be%20derived%20from%20the%20locally%20learned%20representations.%20We%20also%20propose%20an%20online%20hyper-parameter%20tuning%20scheme%20which%20uses%20an%20online%20version%20of%20the%20REINFORCE%20algorithm%20to%20find%20a%20hyper-parameter%20distribution%20that%20maximizes%20the%20expected%20improvements%20in%20training%20loss.%20We%20show%20on%20several%20benchmarks%20that%20our%20two-part%20scheme%20of%20local%20representation%20matching%20and%20global%20adaptive%20hyper-parameters%20significantly%20improves%20performance%20and%20training%20robustness.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22A%20novel%20representation%20matching%20scheme%20that%20reduces%20the%20divergence%20of%20local%20models%20by%20ensuring%20the%20feature%20representations%20in%20the%20global%20(aggregate)%20model%20can%20be%20derived%20from%20the%20locally%20learned%20representations%20and%20an%20online%20hyper-parameter%20tuning%20scheme%20which%20uses%20an%20online%20version%20of%20the%20REINFORCE%20algorithm%20to%20find%20a%20hyper-%20parameter%20distribution%20that%20maximizes%20the%20expected%20improvements%20in%20training%20loss.%22%2C%22abstractSimilarityScore%22%3A45%7D%2C%22isPdfVisible%22%3Atrue%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22743bb270d501bb4c4c2760ee68f8864344c83114%22%2C%22corpusId%22%3A203591432%2C%22title%22%3A%7B%22text%22%3A%22Improving%20Federated%20Learning%20Personalization%20via%20Model%20Agnostic%20Meta%20Learning%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Improving-Federated-Learning-Personalization-via-Jiang-Konecn%C3%BD%22%2C%22venue%22%3A%7B%22text%22%3A%22ArXiv%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%221901e811-ee72-4b20-8f7e-de08cd395a10%22%2C%22year%22%3A2019%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Yihan%20Jiang%22%2C%22ids%22%3A%5B%229808549%22%5D%2C%22slug%22%3A%22Yihan-Jiang%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Yihan%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Jiang%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Yihan%20Jiang%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Jakub%20Konecn%C3%BD%22%2C%22ids%22%3A%5B%2232139366%22%5D%2C%22slug%22%3A%22Jakub-Konecn%C3%BD%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Jakub%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Konecn%C3%BD%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Jakub%20Konecn%C3%BD%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Keith%20Rush%22%2C%22ids%22%3A%5B%221387453057%22%5D%2C%22slug%22%3A%22Keith-Rush%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Keith%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Rush%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Keith%20Rush%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Sreeram%20Kannan%22%2C%22ids%22%3A%5B%222314388218%22%5D%2C%22slug%22%3A%22Sreeram-Kannan%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Sreeram%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Kannan%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Sreeram%20Kannan%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A25%2C%22numCitedBy%22%3A530%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22We%20tune%20several%20hyperparameters%20of%20both%20aggregation%20and%20local%20training%3B%20for%20the%20former%20we%20tune%20the%20server%20learning%20rate%20schedule%20and%20momentum%2C%20found%20to%20be%20helpful%20for%20personalization%20%5B17%5D%3B%20for%20the%20latter%20we%20tune%20the%20learning%20rate%2C%20momentum%2C%20weight-decay%2C%20the%20number%20of%20local%20epochs%2C%20the%20batch-size%2C%20dropout%2C%20and%20proximal%20regularization.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A183%2C%22end%22%3A187%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Methodologically%2C%20our%20approach%20draws%20on%20the%20fact%20that%20local%20training-based%20methods%20such%20as%20FedAvg%20can%20be%20viewed%20as%20optimizing%20a%20surrogate%20objective%20for%20personalization%20%5B20%5D%2C%20and%20more%20broadly%20leverages%20the%20similarity%20of%20the%20personalized%20FL%20setup%20and%20initialization-based%20meta-learning%20%5B6%2C%2011%2C%2017%2C%2025%5D.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A284%2C%22end%22%3A299%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20Learning%20(FL)%20refers%20to%20learning%20a%20high%20quality%20global%20model%20based%20on%20decentralized%20data%20storage%2C%20without%20ever%20copying%20the%20raw%20data.%20A%20natural%20scenario%20arises%20with%20data%20created%20on%20mobile%20phones%20by%20the%20activity%20of%20their%20users.%20Given%20the%20typical%20data%20heterogeneity%20in%20such%20situations%2C%20it%20is%20natural%20to%20ask%20how%20can%20the%20global%20model%20be%20personalized%20for%20every%20such%20device%2C%20individually.%20In%20this%20work%2C%20we%20point%20out%20that%20the%20setting%20of%20Model%20Agnostic%20Meta%20Learning%20(MAML)%2C%20where%20one%20optimizes%20for%20a%20fast%2C%20gradient-based%2C%20few-shot%20adaptation%20to%20a%20heterogeneous%20distribution%20of%20tasks%2C%20has%20a%20number%20of%20similarities%20with%20the%20objective%20of%20personalization%20for%20FL.%20We%20present%20FL%20as%20a%20natural%20source%20of%20practical%20applications%20for%20MAML%20algorithms%2C%20and%20make%20the%20following%20observations.%201)%20The%20popular%20FL%20algorithm%2C%20Federated%20Averaging%2C%20can%20be%20interpreted%20as%20a%20meta%20learning%20algorithm.%202)%20Careful%20fine-tuning%20can%20yield%20a%20global%20model%20with%20higher%20accuracy%2C%20which%20is%20at%20the%20same%20time%20easier%20to%20personalize.%20However%2C%20solely%20optimizing%20for%20the%20global%20model%20accuracy%20yields%20a%20weaker%20personalization%20result.%203)%20A%20model%20trained%20using%20a%20standard%20datacenter%20optimization%20method%20is%20much%20harder%20to%20personalize%2C%20compared%20to%20one%20trained%20using%20Federated%20Averaging%2C%20supporting%20the%20first%20claim.%20These%20results%20raise%20new%20questions%20for%20FL%2C%20MAML%2C%20and%20broader%20ML%20research.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20points%20out%20that%20the%20setting%20of%20Model%20Agnostic%20Meta%20Learning%20(MAML)%2C%20where%20one%20optimizes%20for%20a%20fast%2C%20gradient-based%2C%20few-shot%20adaptation%20to%20a%20heterogeneous%20distribution%20of%20tasks%2C%20has%20a%20number%20of%20similarities%20with%20the%20objective%20of%20personalization%20for%20FL.%22%2C%22abstractSimilarityScore%22%3A42%7D%2C%22isPdfVisible%22%3Atrue%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%225a3d70689925df014c46d1cd50dfc8a368cb4c86%22%2C%22corpusId%22%3A235614315%2C%22title%22%3A%7B%22text%22%3A%22Federated%20Learning%20Based%20on%20Dynamic%20Regularization%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Federated-Learning-Based-on-Dynamic-Regularization-Acar-Zhao%22%2C%22venue%22%3A%7B%22text%22%3A%22ICLR%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%22939c6e1d-0d17-4d6e-8a82-66d960df0e40%22%2C%22year%22%3A2021%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22D.%20A.%20E.%20Acar%22%2C%22ids%22%3A%5B%222064126184%22%5D%2C%22slug%22%3A%22D.-A.-E.-Acar%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Durmus%22%2C%22middleNames%22%3A%5B%22Alp%22%2C%22Emre%22%5D%2C%22lastName%22%3A%22Acar%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22D.%20A.%20E.%20Acar%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Yue%20Zhao%22%2C%22ids%22%3A%5B%222116811326%22%5D%2C%22slug%22%3A%22Yue-Zhao%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Yue%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Zhao%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Yue%20Zhao%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Ramon%20Matas%20Navarro%22%2C%22ids%22%3A%5B%222052451299%22%5D%2C%22slug%22%3A%22Ramon-Matas-Navarro%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Ramon%22%2C%22middleNames%22%3A%5B%22Matas%22%5D%2C%22lastName%22%3A%22Navarro%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Ramon%20Matas%20Navarro%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Matthew%20Mattina%22%2C%22ids%22%3A%5B%2239045061%22%5D%2C%22slug%22%3A%22Matthew-Mattina%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Matthew%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Mattina%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Matthew%20Mattina%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22P.%20Whatmough%22%2C%22ids%22%3A%5B%223313708%22%5D%2C%22slug%22%3A%22P.-Whatmough%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Paul%22%2C%22middleNames%22%3A%5B%22N.%22%5D%2C%22lastName%22%3A%22Whatmough%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22P.%20Whatmough%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Venkatesh%20Saligrama%22%2C%22ids%22%3A%5B%221699322%22%5D%2C%22slug%22%3A%22Venkatesh-Saligrama%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Venkatesh%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Saligrama%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Venkatesh%20Saligrama%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A41%2C%22numCitedBy%22%3A653%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22As%20detailed%20in%20the%20appendix%2C%20many%20FL%20methods%20can%20be%20decomposed%20this%20way%2C%20including%20well-known%20ones%20such%20as%20FedAvg%20%5B36%5D%2C%20FedProx%20%5B31%5D%2C%20SCAFFOLD%20%5B19%5D%2C%20and%20Reptile%20%5B39%5D%20as%20well%20as%20more%20recent%20methods%20%5B1%2C%202%2C%2029%5D.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A197%2C%22end%22%3A207%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22We%20propose%20a%20novel%20federated%20learning%20method%20for%20distributively%20training%20neural%20network%20models%2C%20where%20the%20server%20orchestrates%20cooperation%20between%20a%20subset%20of%20randomly%20chosen%20devices%20in%20each%20round.%20We%20view%20Federated%20Learning%20problem%20primarily%20from%20a%20communication%20perspective%20and%20allow%20more%20device%20level%20computations%20to%20save%20transmission%20costs.%20We%20point%20out%20a%20fundamental%20dilemma%2C%20in%20that%20the%20minima%20of%20the%20local-device%20level%20empirical%20loss%20are%20inconsistent%20with%20those%20of%20the%20global%20empirical%20loss.%20Different%20from%20recent%20prior%20works%2C%20that%20either%20attempt%20inexact%20minimization%20or%20utilize%20devices%20for%20parallelizing%20gradient%20computation%2C%20we%20propose%20a%20dynamic%20regularizer%20for%20each%20device%20at%20each%20round%2C%20so%20that%20in%20the%20limit%20the%20global%20and%20device%20solutions%20are%20aligned.%20We%20demonstrate%20both%20through%20empirical%20results%20on%20real%20and%20synthetic%20data%20as%20well%20as%20analytical%20results%20that%20our%20scheme%20leads%20to%20efficient%20training%2C%20in%20both%20convex%20and%20non-convex%20settings%2C%20while%20being%20fully%20agnostic%20to%20device%20heterogeneity%20and%20robust%20to%20large%20number%20of%20devices%2C%20partial%20participation%20and%20unbalanced%20data.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20proposes%20a%20novel%20federated%20learning%20method%20for%20distributively%20training%20neural%20network%20models%2C%20where%20the%20server%20orchestrates%20cooperation%20between%20a%20subset%20of%20randomly%20chosen%20devices%20in%20each%20round%2C%20using%20a%20dynamic%20regularizer%20for%20each%20device%20at%20each%20round.%22%2C%22abstractSimilarityScore%22%3A83%7D%2C%22isPdfVisible%22%3Atrue%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22f7e7eb69db25df3e9efa1fc2cb3e2f2d6537580d%22%2C%22corpusId%22%3A211171538%2C%22title%22%3A%7B%22text%22%3A%22Personalized%20Federated%20Learning%3A%20A%20Meta-Learning%20Approach%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Personalized-Federated-Learning%3A-A-Meta-Learning-Fallah-Mokhtari%22%2C%22venue%22%3A%7B%22text%22%3A%22ArXiv%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%221901e811-ee72-4b20-8f7e-de08cd395a10%22%2C%22year%22%3A2020%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Alireza%20Fallah%22%2C%22ids%22%3A%5B%22113441545%22%5D%2C%22slug%22%3A%22Alireza-Fallah%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Alireza%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Fallah%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Alireza%20Fallah%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Aryan%20Mokhtari%22%2C%22ids%22%3A%5B%222706423%22%5D%2C%22slug%22%3A%22Aryan-Mokhtari%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Aryan%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Mokhtari%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Aryan%20Mokhtari%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22A.%20Ozdaglar%22%2C%22ids%22%3A%5B%22145744184%22%5D%2C%22slug%22%3A%22A.-Ozdaglar%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Asuman%22%2C%22middleNames%22%3A%5B%22E.%22%5D%2C%22lastName%22%3A%22Ozdaglar%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22A.%20Ozdaglar%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A50%2C%22numCitedBy%22%3A508%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22Methodologically%2C%20our%20approach%20draws%20on%20the%20fact%20that%20local%20training-based%20methods%20such%20as%20FedAvg%20can%20be%20viewed%20as%20optimizing%20a%20surrogate%20objective%20for%20personalization%20%5B20%5D%2C%20and%20more%20broadly%20leverages%20the%20similarity%20of%20the%20personalized%20FL%20setup%20and%20initialization-based%20meta-learning%20%5B6%2C%2011%2C%2017%2C%2025%5D.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A284%2C%22end%22%3A299%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22In%20Federated%20Learning%2C%20we%20aim%20to%20train%20models%20across%20multiple%20computing%20units%20(users)%2C%20while%20users%20can%20only%20communicate%20with%20a%20common%20central%20server%2C%20without%20exchanging%20their%20data%20samples.%20This%20mechanism%20exploits%20the%20computational%20power%20of%20all%20users%20and%20allows%20users%20to%20obtain%20a%20richer%20model%20as%20their%20models%20are%20trained%20over%20a%20larger%20set%20of%20data%20points.%20However%2C%20this%20scheme%20only%20develops%20a%20common%20output%20for%20all%20the%20users%2C%20and%2C%20therefore%2C%20it%20does%20not%20adapt%20the%20model%20to%20each%20user.%20This%20is%20an%20important%20missing%20feature%2C%20especially%20given%20the%20heterogeneity%20of%20the%20underlying%20data%20distribution%20for%20various%20users.%20In%20this%20paper%2C%20we%20study%20a%20personalized%20variant%20of%20the%20federated%20learning%20in%20which%20our%20goal%20is%20to%20find%20an%20initial%20shared%20model%20that%20current%20or%20new%20users%20can%20easily%20adapt%20to%20their%20local%20dataset%20by%20performing%20one%20or%20a%20few%20steps%20of%20gradient%20descent%20with%20respect%20to%20their%20own%20data.%20This%20approach%20keeps%20all%20the%20benefits%20of%20the%20federated%20learning%20architecture%2C%20and%2C%20by%20structure%2C%20leads%20to%20a%20more%20personalized%20model%20for%20each%20user.%20We%20show%20this%20problem%20can%20be%20studied%20within%20the%20Model-Agnostic%20Meta-Learning%20(MAML)%20framework.%20Inspired%20by%20this%20connection%2C%20we%20study%20a%20personalized%20variant%20of%20the%20well-known%20Federated%20Averaging%20algorithm%20and%20evaluate%20its%20performance%20in%20terms%20of%20gradient%20norm%20for%20non-convex%20loss%20functions.%20Further%2C%20we%20characterize%20how%20this%20performance%20is%20affected%20by%20the%20closeness%20of%20underlying%20distributions%20of%20user%20data%2C%20measured%20in%20terms%20of%20distribution%20distances%20such%20as%20Total%20Variation%20and%201-Wasserstein%20metric.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22A%20personalized%20variant%20of%20the%20well-known%20Federated%20Averaging%20algorithm%20is%20studied%20and%20its%20performance%20is%20characterized%20by%20the%20closeness%20of%20underlying%20distributions%20of%20user%20data%2C%20measured%20in%20terms%20of%20distribution%20distances%20such%20as%20Total%20Variation%20and%201-Wasserstein%20metric.%22%2C%22abstractSimilarityScore%22%3A42%7D%2C%22isPdfVisible%22%3Atrue%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%222088a23846f5ab9358f3e56c98dab6ed1cfb8be6%22%2C%22corpusId%22%3A218673968%2C%22title%22%3A%7B%22text%22%3A%22Federated%20Neural%20Architecture%20Search%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Federated-Neural-Architecture-Search-Yuan-Xu%22%2C%22venue%22%3A%7B%22text%22%3A%22%22%2C%22fragments%22%3A%5B%5D%7D%2C%22year%22%3A2020%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Jinliang%20Yuan%22%2C%22ids%22%3A%5B%222118572422%22%5D%2C%22slug%22%3A%22Jinliang-Yuan%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Jinliang%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Yuan%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Jinliang%20Yuan%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Mengwei%20Xu%22%2C%22ids%22%3A%5B%222529558%22%5D%2C%22slug%22%3A%22Mengwei-Xu%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Mengwei%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Xu%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Mengwei%20Xu%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Yuxin%20Zhao%22%2C%22ids%22%3A%5B%222154700790%22%5D%2C%22slug%22%3A%22Yuxin-Zhao%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Yuxin%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Zhao%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Yuxin%20Zhao%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Kaigui%20Bian%22%2C%22ids%22%3A%5B%22145987447%22%5D%2C%22slug%22%3A%22Kaigui-Bian%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Kaigui%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Bian%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Kaigui%20Bian%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Gang%20Huang%22%2C%22ids%22%3A%5B%22144513592%22%5D%2C%22slug%22%3A%22Gang-Huang%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Gang%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Huang%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Gang%20Huang%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Xuanzhe%20Liu%22%2C%22ids%22%3A%5B%222110773587%22%5D%2C%22slug%22%3A%22Xuanzhe-Liu%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Xuanzhe%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Liu%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Xuanzhe%20Liu%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Shangguang%20Wang%22%2C%22ids%22%3A%5B%222166005800%22%5D%2C%22slug%22%3A%22Shangguang-Wang%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Shangguang%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Wang%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Shangguang%20Wang%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%2C%22Engineering%22%5D%2C%22numCiting%22%3A48%2C%22numCitedBy%22%3A32%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22Running%20NAS%20itself%20in%20federated%20settings%20has%20also%20been%20studied%20%5B14%2C%2017%2C%2050%5D%3B%20while%20our%20focus%20is%20on%20non-architectural%20hyperparameters%2C%20in-principle%20our%20algorithms%20can%20also%20be%20used%20for%20federated%20NAS.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A72%2C%22end%22%3A74%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22To%20preserve%20user%20privacy%20while%20enabling%20mobile%20intelligence%2C%20techniques%20have%20been%20proposed%20to%20train%20deep%20neural%20networks%20on%20decentralized%20data.%20However%2C%20training%20over%20decentralized%20data%20makes%20the%20design%20of%20neural%20architecture%20quite%20difficult%20as%20it%20already%20was.%20Such%20difficulty%20is%20further%20amplified%20when%20designing%20and%20deploying%20different%20neural%20architectures%20for%20heterogeneous%20mobile%20platforms.%20In%20this%20work%2C%20we%20propose%20an%20automatic%20neural%20architecture%20search%20into%20the%20decentralized%20training%2C%20as%20a%20new%20DNN%20training%20paradigm%20called%20Federated%20Neural%20Architecture%20Search%2C%20namely%20federated%20NAS.%20To%20deal%20with%20the%20primary%20challenge%20of%20limited%20on-client%20computational%20and%20communication%20resources%2C%20we%20present%20FedNAS%2C%20a%20highly%20optimized%20framework%20for%20efficient%20federated%20NAS.%20FedNAS%20fully%20exploits%20the%20key%20opportunity%20of%20insufficient%20model%20candidate%20re-training%20during%20the%20architecture%20search%20process%2C%20and%20incorporates%20three%20key%20optimizations%3A%20parallel%20candidates%20training%20on%20partial%20clients%2C%20early%20dropping%20candidates%20with%20inferior%20performance%2C%20and%20dynamic%20round%20numbers.%20Tested%20on%20large-scale%20datasets%20and%20typical%20CNN%20architectures%2C%20FedNAS%20achieves%20comparable%20model%20accuracy%20as%20state-of-the-art%20NAS%20algorithm%20that%20trains%20models%20with%20centralized%20data%2C%20and%20also%20reduces%20the%20client%20cost%20by%20up%20to%20two%20orders%20of%20magnitude%20compared%20to%20a%20straightforward%20design%20of%20federated%20NAS.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20presents%20FedNAS%2C%20a%20highly%20optimized%20framework%20for%20efficient%20federated%20NAS%20that%20fully%20exploits%20the%20key%20opportunity%20of%20insufficient%20model%20candidate%20re-training%20during%20the%20architecture%20search%20process%2C%20and%20incorporates%20three%20key%20optimizations%3A%20parallel%20candidates%20training%20on%20partial%20clients%2C%20early%20dropping%20candidates%20with%20inferior%20performance%2C%20and%20dynamic%20round%20numbers.%22%2C%22abstractSimilarityScore%22%3A41%7D%2C%22isPdfVisible%22%3Atrue%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%2240e61539e09037765141666f4c3607b7b6b41db8%22%2C%22corpusId%22%3A224802826%2C%22title%22%3A%7B%22text%22%3A%22Federated%20Bayesian%20Optimization%20via%20Thompson%20Sampling%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Federated-Bayesian-Optimization-via-Thompson-Dai-Low%22%2C%22venue%22%3A%7B%22text%22%3A%22NeurIPS%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%22d9720b90-d60b-48bc-9df8-87a30b9a60dd%22%2C%22year%22%3A2020%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Zhongxiang%20Dai%22%2C%22ids%22%3A%5B%223042111%22%5D%2C%22slug%22%3A%22Zhongxiang-Dai%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Zhongxiang%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Dai%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Zhongxiang%20Dai%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22K.%20H.%20Low%22%2C%22ids%22%3A%5B%22145454065%22%5D%2C%22slug%22%3A%22K.-H.-Low%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Kian%22%2C%22middleNames%22%3A%5B%22Hsiang%22%5D%2C%22lastName%22%3A%22Low%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22K.%20H.%20Low%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Patrick%20Jaillet%22%2C%22ids%22%3A%5B%221805753%22%5D%2C%22slug%22%3A%22Patrick-Jaillet%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Patrick%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Jaillet%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Patrick%20Jaillet%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A63%2C%22numCitedBy%22%3A96%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22Several%20papers%20have%20explored%20limited%20aspects%20of%20hyperparameter%20tuning%20in%20FL%20%5B7%2C%2023%2C%2038%5D%2C%20focusing%20on%20a%20small%20number%20of%20hyperparameters%20(e.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A76%2C%22end%22%3A87%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Bayesian%20optimization%20(BO)%20is%20a%20prominent%20approach%20to%20optimizing%20expensive-to-evaluate%20black-box%20functions.%20The%20massive%20computational%20capability%20of%20edge%20devices%20such%20as%20mobile%20phones%2C%20coupled%20with%20privacy%20concerns%2C%20has%20led%20to%20a%20surging%20interest%20in%20federated%20learning%20(FL)%20which%20focuses%20on%20collaborative%20training%20of%20deep%20neural%20networks%20(DNNs)%20via%20first-order%20optimization%20techniques.%20However%2C%20some%20common%20machine%20learning%20tasks%20such%20as%20hyperparameter%20tuning%20of%20DNNs%20lack%20access%20to%20gradients%20and%20thus%20require%20zeroth-order%2Fblack-box%20optimization.%20This%20hints%20at%20the%20possibility%20of%20extending%20BO%20to%20the%20FL%20setting%20(FBO)%20for%20agents%20to%20collaborate%20in%20these%20black-box%20optimization%20tasks.%20This%20paper%20presents%20federated%20Thompson%20sampling%20(FTS)%20which%20overcomes%20a%20number%20of%20key%20challenges%20of%20FBO%20and%20FL%20in%20a%20principled%20way%3A%20We%20(a)%20use%20random%20Fourier%20features%20to%20approximate%20the%20Gaussian%20process%20surrogate%20model%20used%20in%20BO%2C%20which%20naturally%20produces%20the%20parameters%20to%20be%20exchanged%20between%20agents%2C%20(b)%20design%20FTS%20based%20on%20Thompson%20sampling%2C%20which%20significantly%20reduces%20the%20number%20of%20parameters%20to%20be%20exchanged%2C%20and%20(c)%20provide%20a%20theoretical%20convergence%20guarantee%20that%20is%20robust%20against%20heterogeneous%20agents%2C%20which%20is%20a%20major%20challenge%20in%20FL%20and%20FBO.%20We%20empirically%20demonstrate%20the%20effectiveness%20of%20FTS%20in%20terms%20of%20communication%20efficiency%2C%20computational%20efficiency%2C%20and%20practical%20performance.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22Federated%20Thompson%20sampling%20(FTS)%20is%20presented%20which%20overcomes%20a%20number%20of%20key%20challenges%20of%20FBO%20and%20FL%20in%20a%20principled%20way%20and%20provides%20a%20theoretical%20convergence%20guarantee%20that%20is%20robust%20against%20heterogeneous%20agents%2C%20which%20is%20a%20major%20challenge%20in%20FL%20and%20FBO.%22%2C%22abstractSimilarityScore%22%3A38%7D%2C%22isPdfVisible%22%3Atrue%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%221fad7869d48782062ea345b47081324b21e52f5d%22%2C%22corpusId%22%3A211082601%2C%22title%22%3A%7B%22text%22%3A%22Salvaging%20Federated%20Learning%20by%20Local%20Adaptation%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Salvaging-Federated-Learning-by-Local-Adaptation-Yu-Bagdasarian%22%2C%22venue%22%3A%7B%22text%22%3A%22ArXiv%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%221901e811-ee72-4b20-8f7e-de08cd395a10%22%2C%22year%22%3A2020%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Tao%20Yu%22%2C%22ids%22%3A%5B%222117900202%22%5D%2C%22slug%22%3A%22Tao-Yu%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Tao%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Yu%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Tao%20Yu%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Eugene%20Bagdasarian%22%2C%22ids%22%3A%5B%2236103467%22%5D%2C%22slug%22%3A%22Eugene-Bagdasarian%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Eugene%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Bagdasarian%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Eugene%20Bagdasarian%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Vitaly%20Shmatikov%22%2C%22ids%22%3A%5B%221723945%22%5D%2C%22slug%22%3A%22Vitaly-Shmatikov%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Vitaly%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Shmatikov%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Vitaly%20Shmatikov%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A48%2C%22numCitedBy%22%3A237%2C%22citationContexts%22%3A%5B%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20learning%20(FL)%20is%20a%20heavily%20promoted%20approach%20for%20training%20ML%20models%20on%20sensitive%20data%2C%20e.g.%2C%20text%20typed%20by%20users%20on%20their%20smartphones.%20FL%20is%20expressly%20designed%20for%20training%20on%20data%20that%20are%20unbalanced%20and%20non-iid%20across%20the%20participants.%20To%20ensure%20privacy%20and%20integrity%20of%20the%20federated%20model%2C%20latest%20FL%20approaches%20use%20differential%20privacy%20or%20robust%20aggregation%20to%20limit%20the%20influence%20of%20%5C%22outlier%5C%22%20participants.%20%5CnFirst%2C%20we%20show%20that%20on%20standard%20tasks%20such%20as%20next-word%20prediction%2C%20many%20participants%20gain%20no%20benefit%20from%20FL%20because%20the%20federated%20model%20is%20less%20accurate%20on%20their%20data%20than%20the%20models%20they%20can%20train%20locally%20on%20their%20own.%20Second%2C%20we%20show%20that%20differential%20privacy%20and%20robust%20aggregation%20make%20this%20problem%20worse%20by%20further%20destroying%20the%20accuracy%20of%20the%20federated%20model%20for%20many%20participants.%20%5CnThen%2C%20we%20evaluate%20three%20techniques%20for%20local%20adaptation%20of%20federated%20models%3A%20fine-tuning%2C%20multi-task%20learning%2C%20and%20knowledge%20distillation.%20We%20analyze%20where%20each%20technique%20is%20applicable%20and%20demonstrate%20that%20all%20participants%20benefit%20from%20local%20adaptation.%20Participants%20whose%20local%20models%20are%20poor%20obtain%20big%20accuracy%20improvements%20over%20conventional%20FL.%20Participants%20whose%20local%20models%20are%20better%20than%20the%20federated%20model%20and%20who%20have%20no%20incentive%20to%20participate%20in%20FL%20today%20improve%20less%2C%20but%20sufficiently%20to%20make%20the%20adapted%20federated%20model%20better%20than%20their%20local%20models.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20shows%20that%20on%20standard%20tasks%20such%20as%20next-word%20prediction%2C%20many%20participants%20gain%20no%20benefit%20from%20FL%2C%20and%20shows%20that%20differential%20privacy%20and%20robust%20aggregation%20make%20this%20problem%20worse%20by%20further%20destroying%20the%20accuracy%20of%20the%20federated%20model%20for%20many%20participants.%22%2C%22abstractSimilarityScore%22%3A37%7D%2C%22isPdfVisible%22%3Atrue%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%224f584a0f069de4bdce246a5b73e0008b94b22227%22%2C%22corpusId%22%3A226236914%2C%22title%22%3A%7B%22text%22%3A%22Towards%20Non-I.I.D.%20and%20Invisible%20Data%20with%20FedNAS%3A%20Federated%20Deep%20Learning%20via%20Neural%20Architecture%20Search.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Towards-Non-I.I.D.-and-Invisible-Data-with-FedNAS%3A-He-Annavaram%22%2C%22venue%22%3A%7B%22text%22%3A%22%22%2C%22fragments%22%3A%5B%5D%7D%2C%22year%22%3A2020%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Chaoyang%20He%22%2C%22ids%22%3A%5B%2231927890%22%5D%2C%22slug%22%3A%22Chaoyang-He%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Chaoyang%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22He%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Chaoyang%20He%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22M.%20Annavaram%22%2C%22ids%22%3A%5B%22145599558%22%5D%2C%22slug%22%3A%22M.-Annavaram%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Murali%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Annavaram%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22M.%20Annavaram%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22S.%20Avestimehr%22%2C%22ids%22%3A%5B%22121011351%22%5D%2C%22slug%22%3A%22S.-Avestimehr%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Salman%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Avestimehr%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22S.%20Avestimehr%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A10%2C%22numCitedBy%22%3A22%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22Running%20NAS%20itself%20in%20federated%20settings%20has%20also%20been%20studied%20%5B12%2C%2015%2C%2046%5D%3B%20while%20our%20focus%20is%20on%20non-architectural%20hyperparameters%2C%20in-principle%20our%20algorithms%20can%20also%20be%20used%20for%20federated%20NAS.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A63%2C%22end%22%3A75%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20Learning%20(FL)%20has%20been%20proved%20to%20be%20an%20effective%20learning%20framework%20when%20data%20cannot%20be%20centralized%20due%20to%20privacy%2C%20communication%20costs%2C%20and%20regulatory%20restrictions.%20When%20training%20deep%20learning%20models%20under%20an%20FL%20setting%2C%20people%20employ%20the%20predefined%20model%20architecture%20discovered%20in%20the%20centralized%20environment.%20However%2C%20this%20predefined%20architecture%20may%20not%20be%20the%20optimal%20choice%20because%20it%20may%20not%20fit%20data%20with%20non-identical%20and%20independent%20distribution%20(non-IID).%20Thus%2C%20we%20advocate%20automating%20federated%20learning%20(AutoFL)%20to%20improve%20model%20accuracy%20and%20reduce%20the%20manual%20design%20effort.%20We%20specifically%20study%20AutoFL%20via%20Neural%20Architecture%20Search%20(NAS)%2C%20which%20can%20automate%20the%20design%20process.%20We%20propose%20a%20Federated%20NAS%20(FedNAS)%20algorithm%20to%20help%20scattered%20workers%20collaboratively%20searching%20for%20a%20better%20architecture%20with%20higher%20accuracy.%20We%20also%20build%20a%20system%20based%20on%20FedNAS.%20Our%20experiments%20on%20non-IID%20dataset%20show%20that%20the%20architecture%20searched%20by%20FedNAS%20can%20outperform%20the%20manually%20predefined%20architecture.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20proposes%20a%20Federated%20NAS%20(FedNAS)%20algorithm%20to%20help%20scattered%20workers%20collaboratively%20searching%20for%20a%20better%20architecture%20with%20higher%20accuracy%20and%20shows%20that%20the%20architecture%20searched%20by%20FedNAS%20can%20outperform%20the%20manually%20predefined%20architecture.%22%2C%22abstractSimilarityScore%22%3A43%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%2247c528344fedb6cb67a38e43d095b41c34715330%22%2C%22corpusId%22%3A211678094%2C%22title%22%3A%7B%22text%22%3A%22Adaptive%20Federated%20Optimization%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Adaptive-Federated-Optimization-Reddi-Charles%22%2C%22venue%22%3A%7B%22text%22%3A%22ICLR%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%22939c6e1d-0d17-4d6e-8a82-66d960df0e40%22%2C%22year%22%3A2021%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Sashank%20J.%20Reddi%22%2C%22ids%22%3A%5B%221981186%22%5D%2C%22slug%22%3A%22Sashank-J.-Reddi%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Sashank%22%2C%22middleNames%22%3A%5B%22J.%22%5D%2C%22lastName%22%3A%22Reddi%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Sashank%20J.%20Reddi%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Zachary%20B.%20Charles%22%2C%22ids%22%3A%5B%22143676545%22%5D%2C%22slug%22%3A%22Zachary-B.-Charles%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Zachary%22%2C%22middleNames%22%3A%5B%22B.%22%5D%2C%22lastName%22%3A%22Charles%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Zachary%20B.%20Charles%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22M.%20Zaheer%22%2C%22ids%22%3A%5B%221771307%22%5D%2C%22slug%22%3A%22M.-Zaheer%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Manzil%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Zaheer%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22M.%20Zaheer%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Zachary%20Garrett%22%2C%22ids%22%3A%5B%2240449749%22%5D%2C%22slug%22%3A%22Zachary-Garrett%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Zachary%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Garrett%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Zachary%20Garrett%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Keith%20Rush%22%2C%22ids%22%3A%5B%221387453057%22%5D%2C%22slug%22%3A%22Keith-Rush%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Keith%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Rush%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Keith%20Rush%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Jakub%20Konecn%C3%BD%22%2C%22ids%22%3A%5B%2232139366%22%5D%2C%22slug%22%3A%22Jakub-Konecn%C3%BD%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Jakub%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Konecn%C3%BD%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Jakub%20Konecn%C3%BD%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Sanjiv%20Kumar%22%2C%22ids%22%3A%5B%22152663162%22%5D%2C%22slug%22%3A%22Sanjiv-Kumar%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Sanjiv%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Kumar%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Sanjiv%20Kumar%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22H.%20B.%20McMahan%22%2C%22ids%22%3A%5B%22145057514%22%5D%2C%22slug%22%3A%22H.-B.-McMahan%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22H.%22%2C%22middleNames%22%3A%5B%22B.%22%5D%2C%22lastName%22%3A%22McMahan%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22H.%20B.%20McMahan%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A54%2C%22numCitedBy%22%3A1213%2C%22citationContexts%22%3A%5B%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20learning%20is%20a%20distributed%20machine%20learning%20paradigm%20in%20which%20a%20large%20number%20of%20clients%20coordinate%20with%20a%20central%20server%20to%20learn%20a%20model%20without%20sharing%20their%20own%20training%20data.%20Due%20to%20the%20heterogeneity%20of%20the%20client%20datasets%2C%20standard%20federated%20optimization%20methods%20such%20as%20Federated%20Averaging%20(FedAvg)%20are%20often%20difficult%20to%20tune%20and%20exhibit%20unfavorable%20convergence%20behavior.%20In%20non-federated%20settings%2C%20adaptive%20optimization%20methods%20have%20had%20notable%20success%20in%20combating%20such%20issues.%20In%20this%20work%2C%20we%20propose%20federated%20versions%20of%20adaptive%20optimizers%2C%20including%20Adagrad%2C%20Adam%2C%20and%20Yogi%2C%20and%20analyze%20their%20convergence%20in%20the%20presence%20of%20heterogeneous%20data%20for%20general%20nonconvex%20settings.%20Our%20results%20highlight%20the%20interplay%20between%20client%20heterogeneity%20and%20communication%20efficiency.%20We%20also%20perform%20extensive%20experiments%20on%20these%20methods%20and%20show%20that%20the%20use%20of%20adaptive%20optimizers%20can%20significantly%20improve%20the%20performance%20of%20federated%20learning.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20proposes%20federated%20versions%20of%20adaptive%20optimizers%2C%20including%20Adagrad%2C%20Adam%2C%20and%20Yogi%2C%20and%20analyzes%20their%20convergence%20in%20the%20presence%20of%20heterogeneous%20data%20for%20general%20nonconvex%20settings%20to%20highlight%20the%20interplay%20between%20client%20heterogeneity%20and%20communication%20efficiency.%22%2C%22abstractSimilarityScore%22%3A44%7D%2C%22isPdfVisible%22%3Atrue%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22c889d6f98e6d79b89c3a6adf8a921f88fa6ba518%22%2C%22corpusId%22%3A6719686%2C%22title%22%3A%7B%22text%22%3A%22Model-Agnostic%20Meta-Learning%20for%20Fast%20Adaptation%20of%20Deep%20Networks%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Model-Agnostic-Meta-Learning-for-Fast-Adaptation-of-Finn-Abbeel%22%2C%22venue%22%3A%7B%22text%22%3A%22ICML%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%22fc0a208c-acb7-47dc-a0d4-af8190e21d29%22%2C%22year%22%3A2017%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Chelsea%20Finn%22%2C%22ids%22%3A%5B%2246881670%22%5D%2C%22slug%22%3A%22Chelsea-Finn%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Chelsea%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Finn%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Chelsea%20Finn%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22P.%20Abbeel%22%2C%22ids%22%3A%5B%221689992%22%5D%2C%22slug%22%3A%22P.-Abbeel%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22P.%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Abbeel%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22P.%20Abbeel%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22S.%20Levine%22%2C%22ids%22%3A%5B%221736651%22%5D%2C%22slug%22%3A%22S.-Levine%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Sergey%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Levine%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22S.%20Levine%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A52%2C%22numCitedBy%22%3A10821%2C%22citationContexts%22%3A%5B%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22We%20propose%20an%20algorithm%20for%20meta-learning%20that%20is%20model-agnostic%2C%20in%20the%20sense%20that%20it%20is%20compatible%20with%20any%20model%20trained%20with%20gradient%20descent%20and%20applicable%20to%20a%20variety%20of%20different%20learning%20problems%2C%20including%20classification%2C%20regression%2C%20and%20reinforcement%20learning.%20The%20goal%20of%20meta-learning%20is%20to%20train%20a%20model%20on%20a%20variety%20of%20learning%20tasks%2C%20such%20that%20it%20can%20solve%20new%20learning%20tasks%20using%20only%20a%20small%20number%20of%20training%20samples.%20In%20our%20approach%2C%20the%20parameters%20of%20the%20model%20are%20explicitly%20trained%20such%20that%20a%20small%20number%20of%20gradient%20steps%20with%20a%20small%20amount%20of%20training%20data%20from%20a%20new%20task%20will%20produce%20good%20generalization%20performance%20on%20that%20task.%20In%20effect%2C%20our%20method%20trains%20the%20model%20to%20be%20easy%20to%20fine-tune.%20We%20demonstrate%20that%20this%20approach%20leads%20to%20state-of-the-art%20performance%20on%20two%20few-shot%20image%20classification%20benchmarks%2C%20produces%20good%20results%20on%20few-shot%20regression%2C%20and%20accelerates%20fine-tuning%20for%20policy%20gradient%20reinforcement%20learning%20with%20neural%20network%20policies.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22An%20algorithm%20for%20meta-learning%20that%20is%20model-agnostic%2C%20in%20the%20sense%20that%20it%20is%20compatible%20with%20any%20model%20trained%20with%20gradient%20descent%20and%20applicable%20to%20a%20variety%20of%20different%20learning%20problems%2C%20including%20classification%2C%20regression%2C%20and%20reinforcement%20learning%20is%20proposed.%22%2C%22abstractSimilarityScore%22%3A96%7D%2C%22isPdfVisible%22%3Atrue%2C%22cues%22%3A%7B%7D%7D%5D%2C%22query%22%3A%7B%22pageSize%22%3A10%2C%22page%22%3A1%2C%22sort%22%3A%22relevance%22%2C%22authors%22%3A%5B%5D%2C%22coAuthors%22%3A%5B%5D%2C%22venues%22%3A%5B%5D%2C%22requireViewablePdf%22%3Afalse%2C%22fieldsOfStudy%22%3A%5B%5D%2C%22citationType%22%3A%22citedPapers%22%2C%22includePdfVisibility%22%3Atrue%2C%22cues%22%3A%5B%22CitedByLibraryPaperCue%22%2C%22CitesYourPaperCue%22%2C%22CitesLibraryPaperCue%22%5D%2C%22safeFieldsOfStudy%22%3A%5B%5D%7D%2C%22totalPages%22%3A7%2C%22totalResults%22%3A64%2C%22stats%22%3A%7B%22coAuthors%22%3A%5B%5D%2C%22authors%22%3A%5B%5D%2C%22venues%22%3A%5B%5D%2C%22years%22%3A%5B%5D%2C%22countOfPapersWithViewablePdf%22%3A0%2C%22publicationTypes%22%3A%5B%5D%2C%22fieldsOfStudy%22%3A%5B%5D%2C%22totalCountAfterFilters%22%3A0%7D%7D%2C%22path%22%3A%22%2Fsearch%2Fpaper%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2Fcitations%22%2C%22requestId%22%3A43424%2C%22pathParams%22%3A%7B%22paperId%22%3A%2239dc3b78ca88ce661a669fbbe331c589bceadb6a%22%7D%2C%22responseStatus%22%3A200%2C%22context%22%3A%7B%7D%7D%2C%7B%22actionType%22%3A%22API_REQUEST_COMPLETE%22%2C%22requestType%22%3A%22PDF_VISIBILITY%22%2C%22resultData%22%3A%7B%22pdfSha%22%3A%7B%22id%22%3A%2239dc3b78ca88ce661a669fbbe331c589bceadb6a%22%7D%2C%22pdfUrl%22%3A%7B%22url%22%3A%22https%3A%2F%2Fexport.arxiv.org%2Fpdf%2F2106.04502v2.pdf%22%2C%22urlType%22%3A%7B%22id%22%3A%22ARXIV%22%7D%7D%2C%22pdfUrlSelfHosted%22%3A%7B%22url%22%3A%22https%3A%2F%2Fpdfs.semanticscholar.org%2F39dc%2F3b78ca88ce661a669fbbe331c589bceadb6a.pdf%22%2C%22urlType%22%3A%7B%22id%22%3A%22S3%22%7D%7D%7D%2C%22path%22%3A%22%2Fpaper%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2Fpdf-visible%22%2C%22requestId%22%3A43425%2C%22pathParams%22%3A%7B%22paperId%22%3A%2239dc3b78ca88ce661a669fbbe331c589bceadb6a%22%7D%2C%22responseStatus%22%3A200%2C%22context%22%3A%7B%22paperId%22%3A%2239dc3b78ca88ce661a669fbbe331c589bceadb6a%22%7D%7D%2C%7B%22actionType%22%3A%22PAPER_DETAIL_LOADED%22%2C%22paperDetailResponse%22%3A%7B%22responseType%22%3A%22PAPER_DETAIL%22%2C%22paper%22%3A%7B%22id%22%3A%2239dc3b78ca88ce661a669fbbe331c589bceadb6a%22%2C%22corpusId%22%3A235367988%2C%22title%22%3A%7B%22text%22%3A%22Federated%20Hyperparameter%20Tuning%3A%20Challenges%2C%20Baselines%2C%20and%20Connections%20to%20Weight-Sharing%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Federated-Hyperparameter-Tuning%3A-Challenges%2C-and-to-Khodak-Tu%22%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Tuning%20hyperparameters%20is%20a%20crucial%20but%20arduous%20part%20of%20the%20machine%20learning%20pipeline.%20Hyperparameter%20optimization%20is%20even%20more%20challenging%20in%20federated%20learning%2C%20where%20models%20are%20learned%20over%20a%20distributed%20network%20of%20heterogeneous%20devices%3B%20here%2C%20the%20need%20to%20keep%20data%20on%20device%20and%20perform%20local%20training%20makes%20it%20difficult%20to%20efficiently%20train%20and%20evaluate%20configurations.%20In%20this%20work%2C%20we%20investigate%20the%20problem%20of%20federated%20hyperparameter%20tuning.%20We%20first%20identify%20key%20challenges%20and%20show%20how%20standard%20approaches%20may%20be%20adapted%20to%20form%20baselines%20for%20the%20federated%20setting.%20Then%2C%20by%20making%20a%20novel%20connection%20to%20the%20neural%20architecture%20search%20technique%20of%20weight-sharing%2C%20we%20introduce%20a%20new%20method%2C%20FedEx%2C%20to%20accelerate%20federated%20hyperparameter%20tuning%20that%20is%20applicable%20to%20widely-used%20federated%20optimization%20methods%20such%20as%20FedAvg%20and%20recent%20variants.%20Theoretically%2C%20we%20show%20that%20a%20FedEx%20variant%20correctly%20tunes%20the%20on-device%20learning%20rate%20in%20the%20setting%20of%20online%20convex%20optimization%20across%20devices.%20Empirically%2C%20we%20show%20that%20FedEx%20can%20outperform%20natural%20baselines%20for%20federated%20hyperparameter%20tuning%20by%20several%20percentage%20points%20on%20the%20Shakespeare%2C%20FEMNIST%2C%20and%20CIFAR-10%20benchmarks%2C%20obtaining%20higher%20accuracy%20using%20the%20same%20training%20budget.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22paperAbstractTruncated%22%3A%22Tuning%20hyperparameters%20is%20a%20crucial%20but%20arduous%20part%20of%20the%20machine%20learning%20pipeline.%20Hyperparameter%20optimization%20is%20ev...%22%2C%22tldr%22%3A%7B%22text%22%3A%22A%20new%20method%20is%20introduced%2C%20FedEx%2C%20to%20accelerate%20federated%20hyperparameter%20tuning%20that%20is%20applicable%20to%20widely-used%20federated%20optimization%20methods%20such%20as%20FedAvg%20and%20recent%20variants%20and%20correctly%20tunes%20the%20on-device%20learning%20rate%20in%20the%20setting%20of%20online%20convex%20optimization%20across%20devices.%22%2C%22abstractSimilarityScore%22%3A1%7D%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22M.%20Khodak%22%2C%22ids%22%3A%5B%2210398264%22%5D%2C%22slug%22%3A%22M.-Khodak%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Mikhail%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Khodak%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22M.%20Khodak%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Renbo%20Tu%22%2C%22ids%22%3A%5B%2241021281%22%5D%2C%22slug%22%3A%22Renbo-Tu%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Renbo%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Tu%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Renbo%20Tu%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Tian%20Li%22%2C%22ids%22%3A%5B%222118910109%22%5D%2C%22slug%22%3A%22Tian-Li%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Tian%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Li%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Tian%20Li%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Liam%20Li%22%2C%22ids%22%3A%5B%2251517360%22%5D%2C%22slug%22%3A%22Liam-Li%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Liam%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Li%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Liam%20Li%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Maria-Florina%20Balcan%22%2C%22ids%22%3A%5B%221745410%22%5D%2C%22slug%22%3A%22Maria-Florina-Balcan%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Maria-Florina%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Balcan%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Maria-Florina%20Balcan%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Virginia%20Smith%22%2C%22ids%22%3A%5B%22145260024%22%5D%2C%22slug%22%3A%22Virginia-Smith%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Virginia%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Smith%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Virginia%20Smith%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Ameet%20Talwalkar%22%2C%22ids%22%3A%5B%22145532827%22%5D%2C%22slug%22%3A%22Ameet-Talwalkar%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Ameet%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Talwalkar%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Ameet%20Talwalkar%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22structuredAuthors%22%3A%5B%7B%22firstName%22%3A%22Mikhail%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Khodak%22%7D%2C%7B%22firstName%22%3A%22Renbo%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Tu%22%7D%2C%7B%22firstName%22%3A%22Tian%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Li%22%7D%2C%7B%22firstName%22%3A%22Liam%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Li%22%7D%2C%7B%22firstName%22%3A%22Maria-Florina%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Balcan%22%7D%2C%7B%22firstName%22%3A%22Virginia%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Smith%22%7D%2C%7B%22firstName%22%3A%22Ameet%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Talwalkar%22%7D%5D%2C%22year%22%3A%7B%22text%22%3A%222021%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venue%22%3A%7B%22text%22%3A%22Neural%20Information%20Processing%20Systems%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%22d9720b90-d60b-48bc-9df8-87a30b9a60dd%22%2C%22citationContexts%22%3A%5B%5D%2C%22citationStats%22%3A%7B%22citedByBuckets%22%3A%5B%7B%22startKey%22%3A2021%2C%22endKey%22%3A2021%2C%22count%22%3A4%7D%2C%7B%22startKey%22%3A2022%2C%22endKey%22%3A2022%2C%22count%22%3A22%7D%2C%7B%22startKey%22%3A2023%2C%22endKey%22%3A2023%2C%22count%22%3A24%7D%2C%7B%22startKey%22%3A2024%2C%22endKey%22%3A2024%2C%22count%22%3A20%7D%5D%2C%22keyCitedByBuckets%22%3A%5B%5D%2C%22numCitations%22%3A70%2C%22estNumCitations%22%3A80.73753654370961%2C%22numReferences%22%3A64%2C%22numKeyCitations%22%3A13%2C%22numKeyReferences%22%3A5%2C%22numViewableReferences%22%3A64%2C%22keyCitationRate%22%3A0.18571428571428572%2C%22citationVelocity%22%3A22%2C%22citationAcceleration%22%3A-0.16666666666666666%2C%22firstCitationVelocityYear%22%3A2022%2C%22lastCitationVelocityYear%22%3A2024%7D%2C%22earliestAcquisitionsDate%22%3A1623201376.391%2C%22journal%22%3A%7B%22pages%22%3A%2219184-19197%22%7D%2C%22links%22%3A%5B%7B%22url%22%3A%22https%3A%2F%2Farxiv.org%2Fpdf%2F2106.04502.pdf%22%2C%22linkType%22%3A%22arxiv%22%7D%5D%2C%22primaryPaperLink%22%3A%7B%22url%22%3A%22https%3A%2F%2Farxiv.org%2Fpdf%2F2106.04502.pdf%22%2C%22linkType%22%3A%22arxiv%22%7D%2C%22alternatePaperLinks%22%3A%5B%5D%2C%22entities%22%3A%5B%5D%2C%22entityRelations%22%3A%5B%5D%2C%22faqs%22%3A%5B%5D%2C%22scorecardStats%22%3A%5B%7B%22typeKey%22%3A%22cited_by%22%2C%22citationCount%22%3A70%2C%22keyCitationCount%22%3A13%2C%22citationIntentCount%22%3A%7B%22background%22%3A40%2C%22methodology%22%3A29%2C%22result%22%3A3%7D%2C%22score%22%3A10%7D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22pubDate%22%3A%222021-06-08%22%2C%22pubUpdateDate%22%3A%222021-11-04%22%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%22citedPapers%22%3A%7B%22citationType%22%3A%22citedPapers%22%2C%22citations%22%3A%5B%7B%22id%22%3A%22b62fcd6f4ee4e0245e43e954a3a26dc3d3274e1f%22%2C%22corpusId%22%3A209515913%2C%22title%22%3A%7B%22text%22%3A%22Robust%20Federated%20Learning%20Through%20Representation%20Matching%20and%20Adaptive%20Hyper-parameters%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Robust-Federated-Learning-Through-Representation-Mostafa%22%2C%22venue%22%3A%7B%22text%22%3A%22ArXiv%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%221901e811-ee72-4b20-8f7e-de08cd395a10%22%2C%22year%22%3A2019%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22H.%20Mostafa%22%2C%22ids%22%3A%5B%2234516897%22%5D%2C%22slug%22%3A%22H.-Mostafa%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Hesham%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Mostafa%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22H.%20Mostafa%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A29%2C%22numCitedBy%22%3A36%2C%22citationContexts%22%3A%5B%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20learning%20is%20a%20distributed%2C%20privacy-aware%20learning%20scenario%20which%20trains%20a%20single%20model%20on%20data%20belonging%20to%20several%20clients.%20Each%20client%20trains%20a%20local%20model%20on%20its%20data%20and%20the%20local%20models%20are%20then%20aggregated%20by%20a%20central%20party.%20Current%20federated%20learning%20methods%20struggle%20in%20cases%20with%20heterogeneous%20client-side%20data%20distributions%20which%20can%20quickly%20lead%20to%20divergent%20local%20models%20and%20a%20collapse%20in%20performance.%20Careful%20hyper-parameter%20tuning%20is%20particularly%20important%20in%20these%20cases%20but%20traditional%20automated%20hyper-parameter%20tuning%20methods%20would%20require%20several%20training%20trials%20which%20is%20often%20impractical%20in%20a%20federated%20learning%20setting.%20We%20describe%20a%20two-pronged%20solution%20to%20the%20issues%20of%20robustness%20and%20hyper-parameter%20tuning%20in%20federated%20learning%20settings.%20We%20propose%20a%20novel%20representation%20matching%20scheme%20that%20reduces%20the%20divergence%20of%20local%20models%20by%20ensuring%20the%20feature%20representations%20in%20the%20global%20(aggregate)%20model%20can%20be%20derived%20from%20the%20locally%20learned%20representations.%20We%20also%20propose%20an%20online%20hyper-parameter%20tuning%20scheme%20which%20uses%20an%20online%20version%20of%20the%20REINFORCE%20algorithm%20to%20find%20a%20hyper-parameter%20distribution%20that%20maximizes%20the%20expected%20improvements%20in%20training%20loss.%20We%20show%20on%20several%20benchmarks%20that%20our%20two-part%20scheme%20of%20local%20representation%20matching%20and%20global%20adaptive%20hyper-parameters%20significantly%20improves%20performance%20and%20training%20robustness.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22A%20novel%20representation%20matching%20scheme%20that%20reduces%20the%20divergence%20of%20local%20models%20by%20ensuring%20the%20feature%20representations%20in%20the%20global%20(aggregate)%20model%20can%20be%20derived%20from%20the%20locally%20learned%20representations%20and%20an%20online%20hyper-parameter%20tuning%20scheme%20which%20uses%20an%20online%20version%20of%20the%20REINFORCE%20algorithm%20to%20find%20a%20hyper-%20parameter%20distribution%20that%20maximizes%20the%20expected%20improvements%20in%20training%20loss.%22%2C%22abstractSimilarityScore%22%3A45%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22743bb270d501bb4c4c2760ee68f8864344c83114%22%2C%22corpusId%22%3A203591432%2C%22title%22%3A%7B%22text%22%3A%22Improving%20Federated%20Learning%20Personalization%20via%20Model%20Agnostic%20Meta%20Learning%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Improving-Federated-Learning-Personalization-via-Jiang-Konecn%C3%BD%22%2C%22venue%22%3A%7B%22text%22%3A%22ArXiv%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%221901e811-ee72-4b20-8f7e-de08cd395a10%22%2C%22year%22%3A2019%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Yihan%20Jiang%22%2C%22ids%22%3A%5B%229808549%22%5D%2C%22slug%22%3A%22Yihan-Jiang%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Yihan%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Jiang%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Yihan%20Jiang%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Jakub%20Konecn%C3%BD%22%2C%22ids%22%3A%5B%2232139366%22%5D%2C%22slug%22%3A%22Jakub-Konecn%C3%BD%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Jakub%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Konecn%C3%BD%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Jakub%20Konecn%C3%BD%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Keith%20Rush%22%2C%22ids%22%3A%5B%221387453057%22%5D%2C%22slug%22%3A%22Keith-Rush%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Keith%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Rush%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Keith%20Rush%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Sreeram%20Kannan%22%2C%22ids%22%3A%5B%222314388218%22%5D%2C%22slug%22%3A%22Sreeram-Kannan%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Sreeram%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Kannan%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Sreeram%20Kannan%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A25%2C%22numCitedBy%22%3A530%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22We%20tune%20several%20hyperparameters%20of%20both%20aggregation%20and%20local%20training%3B%20for%20the%20former%20we%20tune%20the%20server%20learning%20rate%20schedule%20and%20momentum%2C%20found%20to%20be%20helpful%20for%20personalization%20%5B17%5D%3B%20for%20the%20latter%20we%20tune%20the%20learning%20rate%2C%20momentum%2C%20weight-decay%2C%20the%20number%20of%20local%20epochs%2C%20the%20batch-size%2C%20dropout%2C%20and%20proximal%20regularization.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A183%2C%22end%22%3A187%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%2C%7B%22context%22%3A%7B%22text%22%3A%22Methodologically%2C%20our%20approach%20draws%20on%20the%20fact%20that%20local%20training-based%20methods%20such%20as%20FedAvg%20can%20be%20viewed%20as%20optimizing%20a%20surrogate%20objective%20for%20personalization%20%5B20%5D%2C%20and%20more%20broadly%20leverages%20the%20similarity%20of%20the%20personalized%20FL%20setup%20and%20initialization-based%20meta-learning%20%5B6%2C%2011%2C%2017%2C%2025%5D.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A284%2C%22end%22%3A299%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20Learning%20(FL)%20refers%20to%20learning%20a%20high%20quality%20global%20model%20based%20on%20decentralized%20data%20storage%2C%20without%20ever%20copying%20the%20raw%20data.%20A%20natural%20scenario%20arises%20with%20data%20created%20on%20mobile%20phones%20by%20the%20activity%20of%20their%20users.%20Given%20the%20typical%20data%20heterogeneity%20in%20such%20situations%2C%20it%20is%20natural%20to%20ask%20how%20can%20the%20global%20model%20be%20personalized%20for%20every%20such%20device%2C%20individually.%20In%20this%20work%2C%20we%20point%20out%20that%20the%20setting%20of%20Model%20Agnostic%20Meta%20Learning%20(MAML)%2C%20where%20one%20optimizes%20for%20a%20fast%2C%20gradient-based%2C%20few-shot%20adaptation%20to%20a%20heterogeneous%20distribution%20of%20tasks%2C%20has%20a%20number%20of%20similarities%20with%20the%20objective%20of%20personalization%20for%20FL.%20We%20present%20FL%20as%20a%20natural%20source%20of%20practical%20applications%20for%20MAML%20algorithms%2C%20and%20make%20the%20following%20observations.%201)%20The%20popular%20FL%20algorithm%2C%20Federated%20Averaging%2C%20can%20be%20interpreted%20as%20a%20meta%20learning%20algorithm.%202)%20Careful%20fine-tuning%20can%20yield%20a%20global%20model%20with%20higher%20accuracy%2C%20which%20is%20at%20the%20same%20time%20easier%20to%20personalize.%20However%2C%20solely%20optimizing%20for%20the%20global%20model%20accuracy%20yields%20a%20weaker%20personalization%20result.%203)%20A%20model%20trained%20using%20a%20standard%20datacenter%20optimization%20method%20is%20much%20harder%20to%20personalize%2C%20compared%20to%20one%20trained%20using%20Federated%20Averaging%2C%20supporting%20the%20first%20claim.%20These%20results%20raise%20new%20questions%20for%20FL%2C%20MAML%2C%20and%20broader%20ML%20research.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20points%20out%20that%20the%20setting%20of%20Model%20Agnostic%20Meta%20Learning%20(MAML)%2C%20where%20one%20optimizes%20for%20a%20fast%2C%20gradient-based%2C%20few-shot%20adaptation%20to%20a%20heterogeneous%20distribution%20of%20tasks%2C%20has%20a%20number%20of%20similarities%20with%20the%20objective%20of%20personalization%20for%20FL.%22%2C%22abstractSimilarityScore%22%3A42%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%225a3d70689925df014c46d1cd50dfc8a368cb4c86%22%2C%22corpusId%22%3A235614315%2C%22title%22%3A%7B%22text%22%3A%22Federated%20Learning%20Based%20on%20Dynamic%20Regularization%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Federated-Learning-Based-on-Dynamic-Regularization-Acar-Zhao%22%2C%22venue%22%3A%7B%22text%22%3A%22ICLR%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%22939c6e1d-0d17-4d6e-8a82-66d960df0e40%22%2C%22year%22%3A2021%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22D.%20A.%20E.%20Acar%22%2C%22ids%22%3A%5B%222064126184%22%5D%2C%22slug%22%3A%22D.-A.-E.-Acar%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Durmus%22%2C%22middleNames%22%3A%5B%22Alp%22%2C%22Emre%22%5D%2C%22lastName%22%3A%22Acar%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22D.%20A.%20E.%20Acar%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Yue%20Zhao%22%2C%22ids%22%3A%5B%222116811326%22%5D%2C%22slug%22%3A%22Yue-Zhao%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Yue%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Zhao%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Yue%20Zhao%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Ramon%20Matas%20Navarro%22%2C%22ids%22%3A%5B%222052451299%22%5D%2C%22slug%22%3A%22Ramon-Matas-Navarro%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Ramon%22%2C%22middleNames%22%3A%5B%22Matas%22%5D%2C%22lastName%22%3A%22Navarro%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Ramon%20Matas%20Navarro%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Matthew%20Mattina%22%2C%22ids%22%3A%5B%2239045061%22%5D%2C%22slug%22%3A%22Matthew-Mattina%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Matthew%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Mattina%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Matthew%20Mattina%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22P.%20Whatmough%22%2C%22ids%22%3A%5B%223313708%22%5D%2C%22slug%22%3A%22P.-Whatmough%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Paul%22%2C%22middleNames%22%3A%5B%22N.%22%5D%2C%22lastName%22%3A%22Whatmough%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22P.%20Whatmough%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Venkatesh%20Saligrama%22%2C%22ids%22%3A%5B%221699322%22%5D%2C%22slug%22%3A%22Venkatesh-Saligrama%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Venkatesh%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Saligrama%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Venkatesh%20Saligrama%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A41%2C%22numCitedBy%22%3A653%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22As%20detailed%20in%20the%20appendix%2C%20many%20FL%20methods%20can%20be%20decomposed%20this%20way%2C%20including%20well-known%20ones%20such%20as%20FedAvg%20%5B36%5D%2C%20FedProx%20%5B31%5D%2C%20SCAFFOLD%20%5B19%5D%2C%20and%20Reptile%20%5B39%5D%20as%20well%20as%20more%20recent%20methods%20%5B1%2C%202%2C%2029%5D.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A197%2C%22end%22%3A207%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22We%20propose%20a%20novel%20federated%20learning%20method%20for%20distributively%20training%20neural%20network%20models%2C%20where%20the%20server%20orchestrates%20cooperation%20between%20a%20subset%20of%20randomly%20chosen%20devices%20in%20each%20round.%20We%20view%20Federated%20Learning%20problem%20primarily%20from%20a%20communication%20perspective%20and%20allow%20more%20device%20level%20computations%20to%20save%20transmission%20costs.%20We%20point%20out%20a%20fundamental%20dilemma%2C%20in%20that%20the%20minima%20of%20the%20local-device%20level%20empirical%20loss%20are%20inconsistent%20with%20those%20of%20the%20global%20empirical%20loss.%20Different%20from%20recent%20prior%20works%2C%20that%20either%20attempt%20inexact%20minimization%20or%20utilize%20devices%20for%20parallelizing%20gradient%20computation%2C%20we%20propose%20a%20dynamic%20regularizer%20for%20each%20device%20at%20each%20round%2C%20so%20that%20in%20the%20limit%20the%20global%20and%20device%20solutions%20are%20aligned.%20We%20demonstrate%20both%20through%20empirical%20results%20on%20real%20and%20synthetic%20data%20as%20well%20as%20analytical%20results%20that%20our%20scheme%20leads%20to%20efficient%20training%2C%20in%20both%20convex%20and%20non-convex%20settings%2C%20while%20being%20fully%20agnostic%20to%20device%20heterogeneity%20and%20robust%20to%20large%20number%20of%20devices%2C%20partial%20participation%20and%20unbalanced%20data.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20proposes%20a%20novel%20federated%20learning%20method%20for%20distributively%20training%20neural%20network%20models%2C%20where%20the%20server%20orchestrates%20cooperation%20between%20a%20subset%20of%20randomly%20chosen%20devices%20in%20each%20round%2C%20using%20a%20dynamic%20regularizer%20for%20each%20device%20at%20each%20round.%22%2C%22abstractSimilarityScore%22%3A83%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22f7e7eb69db25df3e9efa1fc2cb3e2f2d6537580d%22%2C%22corpusId%22%3A211171538%2C%22title%22%3A%7B%22text%22%3A%22Personalized%20Federated%20Learning%3A%20A%20Meta-Learning%20Approach%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Personalized-Federated-Learning%3A-A-Meta-Learning-Fallah-Mokhtari%22%2C%22venue%22%3A%7B%22text%22%3A%22ArXiv%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%221901e811-ee72-4b20-8f7e-de08cd395a10%22%2C%22year%22%3A2020%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Alireza%20Fallah%22%2C%22ids%22%3A%5B%22113441545%22%5D%2C%22slug%22%3A%22Alireza-Fallah%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Alireza%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Fallah%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Alireza%20Fallah%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Aryan%20Mokhtari%22%2C%22ids%22%3A%5B%222706423%22%5D%2C%22slug%22%3A%22Aryan-Mokhtari%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Aryan%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Mokhtari%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Aryan%20Mokhtari%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22A.%20Ozdaglar%22%2C%22ids%22%3A%5B%22145744184%22%5D%2C%22slug%22%3A%22A.-Ozdaglar%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Asuman%22%2C%22middleNames%22%3A%5B%22E.%22%5D%2C%22lastName%22%3A%22Ozdaglar%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22A.%20Ozdaglar%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A50%2C%22numCitedBy%22%3A508%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22Methodologically%2C%20our%20approach%20draws%20on%20the%20fact%20that%20local%20training-based%20methods%20such%20as%20FedAvg%20can%20be%20viewed%20as%20optimizing%20a%20surrogate%20objective%20for%20personalization%20%5B20%5D%2C%20and%20more%20broadly%20leverages%20the%20similarity%20of%20the%20personalized%20FL%20setup%20and%20initialization-based%20meta-learning%20%5B6%2C%2011%2C%2017%2C%2025%5D.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A284%2C%22end%22%3A299%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22In%20Federated%20Learning%2C%20we%20aim%20to%20train%20models%20across%20multiple%20computing%20units%20(users)%2C%20while%20users%20can%20only%20communicate%20with%20a%20common%20central%20server%2C%20without%20exchanging%20their%20data%20samples.%20This%20mechanism%20exploits%20the%20computational%20power%20of%20all%20users%20and%20allows%20users%20to%20obtain%20a%20richer%20model%20as%20their%20models%20are%20trained%20over%20a%20larger%20set%20of%20data%20points.%20However%2C%20this%20scheme%20only%20develops%20a%20common%20output%20for%20all%20the%20users%2C%20and%2C%20therefore%2C%20it%20does%20not%20adapt%20the%20model%20to%20each%20user.%20This%20is%20an%20important%20missing%20feature%2C%20especially%20given%20the%20heterogeneity%20of%20the%20underlying%20data%20distribution%20for%20various%20users.%20In%20this%20paper%2C%20we%20study%20a%20personalized%20variant%20of%20the%20federated%20learning%20in%20which%20our%20goal%20is%20to%20find%20an%20initial%20shared%20model%20that%20current%20or%20new%20users%20can%20easily%20adapt%20to%20their%20local%20dataset%20by%20performing%20one%20or%20a%20few%20steps%20of%20gradient%20descent%20with%20respect%20to%20their%20own%20data.%20This%20approach%20keeps%20all%20the%20benefits%20of%20the%20federated%20learning%20architecture%2C%20and%2C%20by%20structure%2C%20leads%20to%20a%20more%20personalized%20model%20for%20each%20user.%20We%20show%20this%20problem%20can%20be%20studied%20within%20the%20Model-Agnostic%20Meta-Learning%20(MAML)%20framework.%20Inspired%20by%20this%20connection%2C%20we%20study%20a%20personalized%20variant%20of%20the%20well-known%20Federated%20Averaging%20algorithm%20and%20evaluate%20its%20performance%20in%20terms%20of%20gradient%20norm%20for%20non-convex%20loss%20functions.%20Further%2C%20we%20characterize%20how%20this%20performance%20is%20affected%20by%20the%20closeness%20of%20underlying%20distributions%20of%20user%20data%2C%20measured%20in%20terms%20of%20distribution%20distances%20such%20as%20Total%20Variation%20and%201-Wasserstein%20metric.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22A%20personalized%20variant%20of%20the%20well-known%20Federated%20Averaging%20algorithm%20is%20studied%20and%20its%20performance%20is%20characterized%20by%20the%20closeness%20of%20underlying%20distributions%20of%20user%20data%2C%20measured%20in%20terms%20of%20distribution%20distances%20such%20as%20Total%20Variation%20and%201-Wasserstein%20metric.%22%2C%22abstractSimilarityScore%22%3A42%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%222088a23846f5ab9358f3e56c98dab6ed1cfb8be6%22%2C%22corpusId%22%3A218673968%2C%22title%22%3A%7B%22text%22%3A%22Federated%20Neural%20Architecture%20Search%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Federated-Neural-Architecture-Search-Yuan-Xu%22%2C%22venue%22%3A%7B%22text%22%3A%22%22%2C%22fragments%22%3A%5B%5D%7D%2C%22year%22%3A2020%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Jinliang%20Yuan%22%2C%22ids%22%3A%5B%222118572422%22%5D%2C%22slug%22%3A%22Jinliang-Yuan%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Jinliang%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Yuan%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Jinliang%20Yuan%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Mengwei%20Xu%22%2C%22ids%22%3A%5B%222529558%22%5D%2C%22slug%22%3A%22Mengwei-Xu%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Mengwei%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Xu%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Mengwei%20Xu%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Yuxin%20Zhao%22%2C%22ids%22%3A%5B%222154700790%22%5D%2C%22slug%22%3A%22Yuxin-Zhao%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Yuxin%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Zhao%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Yuxin%20Zhao%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Kaigui%20Bian%22%2C%22ids%22%3A%5B%22145987447%22%5D%2C%22slug%22%3A%22Kaigui-Bian%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Kaigui%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Bian%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Kaigui%20Bian%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Gang%20Huang%22%2C%22ids%22%3A%5B%22144513592%22%5D%2C%22slug%22%3A%22Gang-Huang%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Gang%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Huang%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Gang%20Huang%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Xuanzhe%20Liu%22%2C%22ids%22%3A%5B%222110773587%22%5D%2C%22slug%22%3A%22Xuanzhe-Liu%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Xuanzhe%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Liu%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Xuanzhe%20Liu%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Shangguang%20Wang%22%2C%22ids%22%3A%5B%222166005800%22%5D%2C%22slug%22%3A%22Shangguang-Wang%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Shangguang%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Wang%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Shangguang%20Wang%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%2C%22Engineering%22%5D%2C%22numCiting%22%3A48%2C%22numCitedBy%22%3A32%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22Running%20NAS%20itself%20in%20federated%20settings%20has%20also%20been%20studied%20%5B14%2C%2017%2C%2050%5D%3B%20while%20our%20focus%20is%20on%20non-architectural%20hyperparameters%2C%20in-principle%20our%20algorithms%20can%20also%20be%20used%20for%20federated%20NAS.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A72%2C%22end%22%3A74%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22To%20preserve%20user%20privacy%20while%20enabling%20mobile%20intelligence%2C%20techniques%20have%20been%20proposed%20to%20train%20deep%20neural%20networks%20on%20decentralized%20data.%20However%2C%20training%20over%20decentralized%20data%20makes%20the%20design%20of%20neural%20architecture%20quite%20difficult%20as%20it%20already%20was.%20Such%20difficulty%20is%20further%20amplified%20when%20designing%20and%20deploying%20different%20neural%20architectures%20for%20heterogeneous%20mobile%20platforms.%20In%20this%20work%2C%20we%20propose%20an%20automatic%20neural%20architecture%20search%20into%20the%20decentralized%20training%2C%20as%20a%20new%20DNN%20training%20paradigm%20called%20Federated%20Neural%20Architecture%20Search%2C%20namely%20federated%20NAS.%20To%20deal%20with%20the%20primary%20challenge%20of%20limited%20on-client%20computational%20and%20communication%20resources%2C%20we%20present%20FedNAS%2C%20a%20highly%20optimized%20framework%20for%20efficient%20federated%20NAS.%20FedNAS%20fully%20exploits%20the%20key%20opportunity%20of%20insufficient%20model%20candidate%20re-training%20during%20the%20architecture%20search%20process%2C%20and%20incorporates%20three%20key%20optimizations%3A%20parallel%20candidates%20training%20on%20partial%20clients%2C%20early%20dropping%20candidates%20with%20inferior%20performance%2C%20and%20dynamic%20round%20numbers.%20Tested%20on%20large-scale%20datasets%20and%20typical%20CNN%20architectures%2C%20FedNAS%20achieves%20comparable%20model%20accuracy%20as%20state-of-the-art%20NAS%20algorithm%20that%20trains%20models%20with%20centralized%20data%2C%20and%20also%20reduces%20the%20client%20cost%20by%20up%20to%20two%20orders%20of%20magnitude%20compared%20to%20a%20straightforward%20design%20of%20federated%20NAS.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20presents%20FedNAS%2C%20a%20highly%20optimized%20framework%20for%20efficient%20federated%20NAS%20that%20fully%20exploits%20the%20key%20opportunity%20of%20insufficient%20model%20candidate%20re-training%20during%20the%20architecture%20search%20process%2C%20and%20incorporates%20three%20key%20optimizations%3A%20parallel%20candidates%20training%20on%20partial%20clients%2C%20early%20dropping%20candidates%20with%20inferior%20performance%2C%20and%20dynamic%20round%20numbers.%22%2C%22abstractSimilarityScore%22%3A41%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%2240e61539e09037765141666f4c3607b7b6b41db8%22%2C%22corpusId%22%3A224802826%2C%22title%22%3A%7B%22text%22%3A%22Federated%20Bayesian%20Optimization%20via%20Thompson%20Sampling%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Federated-Bayesian-Optimization-via-Thompson-Dai-Low%22%2C%22venue%22%3A%7B%22text%22%3A%22NeurIPS%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%22d9720b90-d60b-48bc-9df8-87a30b9a60dd%22%2C%22year%22%3A2020%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Zhongxiang%20Dai%22%2C%22ids%22%3A%5B%223042111%22%5D%2C%22slug%22%3A%22Zhongxiang-Dai%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Zhongxiang%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Dai%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Zhongxiang%20Dai%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22K.%20H.%20Low%22%2C%22ids%22%3A%5B%22145454065%22%5D%2C%22slug%22%3A%22K.-H.-Low%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Kian%22%2C%22middleNames%22%3A%5B%22Hsiang%22%5D%2C%22lastName%22%3A%22Low%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22K.%20H.%20Low%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Patrick%20Jaillet%22%2C%22ids%22%3A%5B%221805753%22%5D%2C%22slug%22%3A%22Patrick-Jaillet%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Patrick%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Jaillet%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Patrick%20Jaillet%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A63%2C%22numCitedBy%22%3A96%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22Several%20papers%20have%20explored%20limited%20aspects%20of%20hyperparameter%20tuning%20in%20FL%20%5B7%2C%2023%2C%2038%5D%2C%20focusing%20on%20a%20small%20number%20of%20hyperparameters%20(e.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A76%2C%22end%22%3A87%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22background%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Bayesian%20optimization%20(BO)%20is%20a%20prominent%20approach%20to%20optimizing%20expensive-to-evaluate%20black-box%20functions.%20The%20massive%20computational%20capability%20of%20edge%20devices%20such%20as%20mobile%20phones%2C%20coupled%20with%20privacy%20concerns%2C%20has%20led%20to%20a%20surging%20interest%20in%20federated%20learning%20(FL)%20which%20focuses%20on%20collaborative%20training%20of%20deep%20neural%20networks%20(DNNs)%20via%20first-order%20optimization%20techniques.%20However%2C%20some%20common%20machine%20learning%20tasks%20such%20as%20hyperparameter%20tuning%20of%20DNNs%20lack%20access%20to%20gradients%20and%20thus%20require%20zeroth-order%2Fblack-box%20optimization.%20This%20hints%20at%20the%20possibility%20of%20extending%20BO%20to%20the%20FL%20setting%20(FBO)%20for%20agents%20to%20collaborate%20in%20these%20black-box%20optimization%20tasks.%20This%20paper%20presents%20federated%20Thompson%20sampling%20(FTS)%20which%20overcomes%20a%20number%20of%20key%20challenges%20of%20FBO%20and%20FL%20in%20a%20principled%20way%3A%20We%20(a)%20use%20random%20Fourier%20features%20to%20approximate%20the%20Gaussian%20process%20surrogate%20model%20used%20in%20BO%2C%20which%20naturally%20produces%20the%20parameters%20to%20be%20exchanged%20between%20agents%2C%20(b)%20design%20FTS%20based%20on%20Thompson%20sampling%2C%20which%20significantly%20reduces%20the%20number%20of%20parameters%20to%20be%20exchanged%2C%20and%20(c)%20provide%20a%20theoretical%20convergence%20guarantee%20that%20is%20robust%20against%20heterogeneous%20agents%2C%20which%20is%20a%20major%20challenge%20in%20FL%20and%20FBO.%20We%20empirically%20demonstrate%20the%20effectiveness%20of%20FTS%20in%20terms%20of%20communication%20efficiency%2C%20computational%20efficiency%2C%20and%20practical%20performance.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22Federated%20Thompson%20sampling%20(FTS)%20is%20presented%20which%20overcomes%20a%20number%20of%20key%20challenges%20of%20FBO%20and%20FL%20in%20a%20principled%20way%20and%20provides%20a%20theoretical%20convergence%20guarantee%20that%20is%20robust%20against%20heterogeneous%20agents%2C%20which%20is%20a%20major%20challenge%20in%20FL%20and%20FBO.%22%2C%22abstractSimilarityScore%22%3A38%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%221fad7869d48782062ea345b47081324b21e52f5d%22%2C%22corpusId%22%3A211082601%2C%22title%22%3A%7B%22text%22%3A%22Salvaging%20Federated%20Learning%20by%20Local%20Adaptation%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Salvaging-Federated-Learning-by-Local-Adaptation-Yu-Bagdasarian%22%2C%22venue%22%3A%7B%22text%22%3A%22ArXiv%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%221901e811-ee72-4b20-8f7e-de08cd395a10%22%2C%22year%22%3A2020%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Tao%20Yu%22%2C%22ids%22%3A%5B%222117900202%22%5D%2C%22slug%22%3A%22Tao-Yu%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Tao%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Yu%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Tao%20Yu%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Eugene%20Bagdasarian%22%2C%22ids%22%3A%5B%2236103467%22%5D%2C%22slug%22%3A%22Eugene-Bagdasarian%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Eugene%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Bagdasarian%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Eugene%20Bagdasarian%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Vitaly%20Shmatikov%22%2C%22ids%22%3A%5B%221723945%22%5D%2C%22slug%22%3A%22Vitaly-Shmatikov%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Vitaly%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Shmatikov%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Vitaly%20Shmatikov%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A48%2C%22numCitedBy%22%3A237%2C%22citationContexts%22%3A%5B%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20learning%20(FL)%20is%20a%20heavily%20promoted%20approach%20for%20training%20ML%20models%20on%20sensitive%20data%2C%20e.g.%2C%20text%20typed%20by%20users%20on%20their%20smartphones.%20FL%20is%20expressly%20designed%20for%20training%20on%20data%20that%20are%20unbalanced%20and%20non-iid%20across%20the%20participants.%20To%20ensure%20privacy%20and%20integrity%20of%20the%20federated%20model%2C%20latest%20FL%20approaches%20use%20differential%20privacy%20or%20robust%20aggregation%20to%20limit%20the%20influence%20of%20%5C%22outlier%5C%22%20participants.%20%5CnFirst%2C%20we%20show%20that%20on%20standard%20tasks%20such%20as%20next-word%20prediction%2C%20many%20participants%20gain%20no%20benefit%20from%20FL%20because%20the%20federated%20model%20is%20less%20accurate%20on%20their%20data%20than%20the%20models%20they%20can%20train%20locally%20on%20their%20own.%20Second%2C%20we%20show%20that%20differential%20privacy%20and%20robust%20aggregation%20make%20this%20problem%20worse%20by%20further%20destroying%20the%20accuracy%20of%20the%20federated%20model%20for%20many%20participants.%20%5CnThen%2C%20we%20evaluate%20three%20techniques%20for%20local%20adaptation%20of%20federated%20models%3A%20fine-tuning%2C%20multi-task%20learning%2C%20and%20knowledge%20distillation.%20We%20analyze%20where%20each%20technique%20is%20applicable%20and%20demonstrate%20that%20all%20participants%20benefit%20from%20local%20adaptation.%20Participants%20whose%20local%20models%20are%20poor%20obtain%20big%20accuracy%20improvements%20over%20conventional%20FL.%20Participants%20whose%20local%20models%20are%20better%20than%20the%20federated%20model%20and%20who%20have%20no%20incentive%20to%20participate%20in%20FL%20today%20improve%20less%2C%20but%20sufficiently%20to%20make%20the%20adapted%20federated%20model%20better%20than%20their%20local%20models.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20shows%20that%20on%20standard%20tasks%20such%20as%20next-word%20prediction%2C%20many%20participants%20gain%20no%20benefit%20from%20FL%2C%20and%20shows%20that%20differential%20privacy%20and%20robust%20aggregation%20make%20this%20problem%20worse%20by%20further%20destroying%20the%20accuracy%20of%20the%20federated%20model%20for%20many%20participants.%22%2C%22abstractSimilarityScore%22%3A37%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%224f584a0f069de4bdce246a5b73e0008b94b22227%22%2C%22corpusId%22%3A226236914%2C%22title%22%3A%7B%22text%22%3A%22Towards%20Non-I.I.D.%20and%20Invisible%20Data%20with%20FedNAS%3A%20Federated%20Deep%20Learning%20via%20Neural%20Architecture%20Search.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Towards-Non-I.I.D.-and-Invisible-Data-with-FedNAS%3A-He-Annavaram%22%2C%22venue%22%3A%7B%22text%22%3A%22%22%2C%22fragments%22%3A%5B%5D%7D%2C%22year%22%3A2020%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Chaoyang%20He%22%2C%22ids%22%3A%5B%2231927890%22%5D%2C%22slug%22%3A%22Chaoyang-He%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Chaoyang%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22He%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Chaoyang%20He%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22M.%20Annavaram%22%2C%22ids%22%3A%5B%22145599558%22%5D%2C%22slug%22%3A%22M.-Annavaram%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Murali%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Annavaram%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22M.%20Annavaram%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22S.%20Avestimehr%22%2C%22ids%22%3A%5B%22121011351%22%5D%2C%22slug%22%3A%22S.-Avestimehr%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Salman%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Avestimehr%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22S.%20Avestimehr%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A10%2C%22numCitedBy%22%3A22%2C%22citationContexts%22%3A%5B%7B%22context%22%3A%7B%22text%22%3A%22Running%20NAS%20itself%20in%20federated%20settings%20has%20also%20been%20studied%20%5B12%2C%2015%2C%2046%5D%3B%20while%20our%20focus%20is%20on%20non-architectural%20hyperparameters%2C%20in-principle%20our%20algorithms%20can%20also%20be%20used%20for%20federated%20NAS.%22%2C%22fragments%22%3A%5B%7B%22start%22%3A63%2C%22end%22%3A75%7D%5D%7D%2C%22intents%22%3A%5B%7B%22id%22%3A%22methodology%22%7D%5D%7D%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20Learning%20(FL)%20has%20been%20proved%20to%20be%20an%20effective%20learning%20framework%20when%20data%20cannot%20be%20centralized%20due%20to%20privacy%2C%20communication%20costs%2C%20and%20regulatory%20restrictions.%20When%20training%20deep%20learning%20models%20under%20an%20FL%20setting%2C%20people%20employ%20the%20predefined%20model%20architecture%20discovered%20in%20the%20centralized%20environment.%20However%2C%20this%20predefined%20architecture%20may%20not%20be%20the%20optimal%20choice%20because%20it%20may%20not%20fit%20data%20with%20non-identical%20and%20independent%20distribution%20(non-IID).%20Thus%2C%20we%20advocate%20automating%20federated%20learning%20(AutoFL)%20to%20improve%20model%20accuracy%20and%20reduce%20the%20manual%20design%20effort.%20We%20specifically%20study%20AutoFL%20via%20Neural%20Architecture%20Search%20(NAS)%2C%20which%20can%20automate%20the%20design%20process.%20We%20propose%20a%20Federated%20NAS%20(FedNAS)%20algorithm%20to%20help%20scattered%20workers%20collaboratively%20searching%20for%20a%20better%20architecture%20with%20higher%20accuracy.%20We%20also%20build%20a%20system%20based%20on%20FedNAS.%20Our%20experiments%20on%20non-IID%20dataset%20show%20that%20the%20architecture%20searched%20by%20FedNAS%20can%20outperform%20the%20manually%20predefined%20architecture.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20proposes%20a%20Federated%20NAS%20(FedNAS)%20algorithm%20to%20help%20scattered%20workers%20collaboratively%20searching%20for%20a%20better%20architecture%20with%20higher%20accuracy%20and%20shows%20that%20the%20architecture%20searched%20by%20FedNAS%20can%20outperform%20the%20manually%20predefined%20architecture.%22%2C%22abstractSimilarityScore%22%3A43%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%2247c528344fedb6cb67a38e43d095b41c34715330%22%2C%22corpusId%22%3A211678094%2C%22title%22%3A%7B%22text%22%3A%22Adaptive%20Federated%20Optimization%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Adaptive-Federated-Optimization-Reddi-Charles%22%2C%22venue%22%3A%7B%22text%22%3A%22ICLR%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%22939c6e1d-0d17-4d6e-8a82-66d960df0e40%22%2C%22year%22%3A2021%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Sashank%20J.%20Reddi%22%2C%22ids%22%3A%5B%221981186%22%5D%2C%22slug%22%3A%22Sashank-J.-Reddi%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Sashank%22%2C%22middleNames%22%3A%5B%22J.%22%5D%2C%22lastName%22%3A%22Reddi%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Sashank%20J.%20Reddi%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Zachary%20B.%20Charles%22%2C%22ids%22%3A%5B%22143676545%22%5D%2C%22slug%22%3A%22Zachary-B.-Charles%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Zachary%22%2C%22middleNames%22%3A%5B%22B.%22%5D%2C%22lastName%22%3A%22Charles%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Zachary%20B.%20Charles%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22M.%20Zaheer%22%2C%22ids%22%3A%5B%221771307%22%5D%2C%22slug%22%3A%22M.-Zaheer%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Manzil%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Zaheer%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22M.%20Zaheer%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Zachary%20Garrett%22%2C%22ids%22%3A%5B%2240449749%22%5D%2C%22slug%22%3A%22Zachary-Garrett%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Zachary%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Garrett%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Zachary%20Garrett%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Keith%20Rush%22%2C%22ids%22%3A%5B%221387453057%22%5D%2C%22slug%22%3A%22Keith-Rush%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Keith%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Rush%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Keith%20Rush%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Jakub%20Konecn%C3%BD%22%2C%22ids%22%3A%5B%2232139366%22%5D%2C%22slug%22%3A%22Jakub-Konecn%C3%BD%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Jakub%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Konecn%C3%BD%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Jakub%20Konecn%C3%BD%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22Sanjiv%20Kumar%22%2C%22ids%22%3A%5B%22152663162%22%5D%2C%22slug%22%3A%22Sanjiv-Kumar%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Sanjiv%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Kumar%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Sanjiv%20Kumar%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22H.%20B.%20McMahan%22%2C%22ids%22%3A%5B%22145057514%22%5D%2C%22slug%22%3A%22H.-B.-McMahan%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22H.%22%2C%22middleNames%22%3A%5B%22B.%22%5D%2C%22lastName%22%3A%22McMahan%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22H.%20B.%20McMahan%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A54%2C%22numCitedBy%22%3A1213%2C%22citationContexts%22%3A%5B%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22Federated%20learning%20is%20a%20distributed%20machine%20learning%20paradigm%20in%20which%20a%20large%20number%20of%20clients%20coordinate%20with%20a%20central%20server%20to%20learn%20a%20model%20without%20sharing%20their%20own%20training%20data.%20Due%20to%20the%20heterogeneity%20of%20the%20client%20datasets%2C%20standard%20federated%20optimization%20methods%20such%20as%20Federated%20Averaging%20(FedAvg)%20are%20often%20difficult%20to%20tune%20and%20exhibit%20unfavorable%20convergence%20behavior.%20In%20non-federated%20settings%2C%20adaptive%20optimization%20methods%20have%20had%20notable%20success%20in%20combating%20such%20issues.%20In%20this%20work%2C%20we%20propose%20federated%20versions%20of%20adaptive%20optimizers%2C%20including%20Adagrad%2C%20Adam%2C%20and%20Yogi%2C%20and%20analyze%20their%20convergence%20in%20the%20presence%20of%20heterogeneous%20data%20for%20general%20nonconvex%20settings.%20Our%20results%20highlight%20the%20interplay%20between%20client%20heterogeneity%20and%20communication%20efficiency.%20We%20also%20perform%20extensive%20experiments%20on%20these%20methods%20and%20show%20that%20the%20use%20of%20adaptive%20optimizers%20can%20significantly%20improve%20the%20performance%20of%20federated%20learning.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22This%20work%20proposes%20federated%20versions%20of%20adaptive%20optimizers%2C%20including%20Adagrad%2C%20Adam%2C%20and%20Yogi%2C%20and%20analyzes%20their%20convergence%20in%20the%20presence%20of%20heterogeneous%20data%20for%20general%20nonconvex%20settings%20to%20highlight%20the%20interplay%20between%20client%20heterogeneity%20and%20communication%20efficiency.%22%2C%22abstractSimilarityScore%22%3A44%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22c889d6f98e6d79b89c3a6adf8a921f88fa6ba518%22%2C%22corpusId%22%3A6719686%2C%22title%22%3A%7B%22text%22%3A%22Model-Agnostic%20Meta-Learning%20for%20Fast%20Adaptation%20of%20Deep%20Networks%22%2C%22fragments%22%3A%5B%5D%7D%2C%22slug%22%3A%22Model-Agnostic-Meta-Learning-for-Fast-Adaptation-of-Finn-Abbeel%22%2C%22venue%22%3A%7B%22text%22%3A%22ICML%22%2C%22fragments%22%3A%5B%5D%7D%2C%22venueId%22%3A%22fc0a208c-acb7-47dc-a0d4-af8190e21d29%22%2C%22year%22%3A2017%2C%22authors%22%3A%5B%5B%7B%22name%22%3A%22Chelsea%20Finn%22%2C%22ids%22%3A%5B%2246881670%22%5D%2C%22slug%22%3A%22Chelsea-Finn%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Chelsea%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Finn%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22Chelsea%20Finn%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22P.%20Abbeel%22%2C%22ids%22%3A%5B%221689992%22%5D%2C%22slug%22%3A%22P.-Abbeel%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22P.%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Abbeel%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22P.%20Abbeel%22%2C%22fragments%22%3A%5B%5D%7D%5D%2C%5B%7B%22name%22%3A%22S.%20Levine%22%2C%22ids%22%3A%5B%221736651%22%5D%2C%22slug%22%3A%22S.-Levine%22%2C%22structuredName%22%3A%7B%22firstName%22%3A%22Sergey%22%2C%22middleNames%22%3A%5B%5D%2C%22lastName%22%3A%22Levine%22%7D%2C%22bitmap%240%22%3Afalse%7D%2C%7B%22text%22%3A%22S.%20Levine%22%2C%22fragments%22%3A%5B%5D%7D%5D%5D%2C%22fieldsOfStudy%22%3A%5B%22Computer%20Science%22%5D%2C%22numCiting%22%3A52%2C%22numCitedBy%22%3A10821%2C%22citationContexts%22%3A%5B%5D%2C%22isKey%22%3Afalse%2C%22badges%22%3A%5B%7B%22id%22%3A%22OPEN_ACCESS%22%7D%5D%2C%22paperAbstract%22%3A%7B%22text%22%3A%22We%20propose%20an%20algorithm%20for%20meta-learning%20that%20is%20model-agnostic%2C%20in%20the%20sense%20that%20it%20is%20compatible%20with%20any%20model%20trained%20with%20gradient%20descent%20and%20applicable%20to%20a%20variety%20of%20different%20learning%20problems%2C%20including%20classification%2C%20regression%2C%20and%20reinforcement%20learning.%20The%20goal%20of%20meta-learning%20is%20to%20train%20a%20model%20on%20a%20variety%20of%20learning%20tasks%2C%20such%20that%20it%20can%20solve%20new%20learning%20tasks%20using%20only%20a%20small%20number%20of%20training%20samples.%20In%20our%20approach%2C%20the%20parameters%20of%20the%20model%20are%20explicitly%20trained%20such%20that%20a%20small%20number%20of%20gradient%20steps%20with%20a%20small%20amount%20of%20training%20data%20from%20a%20new%20task%20will%20produce%20good%20generalization%20performance%20on%20that%20task.%20In%20effect%2C%20our%20method%20trains%20the%20model%20to%20be%20easy%20to%20fine-tune.%20We%20demonstrate%20that%20this%20approach%20leads%20to%20state-of-the-art%20performance%20on%20two%20few-shot%20image%20classification%20benchmarks%2C%20produces%20good%20results%20on%20few-shot%20regression%2C%20and%20accelerates%20fine-tuning%20for%20policy%20gradient%20reinforcement%20learning%20with%20neural%20network%20policies.%22%2C%22fragments%22%3A%5B%5D%7D%2C%22tldr%22%3A%7B%22text%22%3A%22An%20algorithm%20for%20meta-learning%20that%20is%20model-agnostic%2C%20in%20the%20sense%20that%20it%20is%20compatible%20with%20any%20model%20trained%20with%20gradient%20descent%20and%20applicable%20to%20a%20variety%20of%20different%20learning%20problems%2C%20including%20classification%2C%20regression%2C%20and%20reinforcement%20learning%20is%20proposed.%22%2C%22abstractSimilarityScore%22%3A96%7D%2C%22isPdfVisible%22%3Afalse%2C%22cues%22%3A%7B%7D%7D%5D%2C%22requestedPageSize%22%3A10%2C%22pageNumber%22%3A1%2C%22totalCitations%22%3A64%2C%22totalPages%22%3A7%2C%22sort%22%3A%22relevance%22%2C%22citationIntent%22%3A%22all%22%2C%22citationIntentCount%22%3A%7B%22background%22%3A19%2C%22methodology%22%3A29%2C%22result%22%3A2%7D%7D%2C%22figureExtractions%22%3A%7B%22figures%22%3A%5B%7B%22name%22%3A%221%22%2C%22figureType%22%3A%22figure%22%2C%22caption%22%3A%22Figure%201%3A%20FedEx%20can%20be%20applied%20to%20any%20local%20training-based%20FL%20method%2C%20e.g.%20FedAvg%2C%20by%20interleaving%20standard%20updates%20to%20model%20weights%20(computed%20by%20aggregating%20results%20of%20local%20training)%20with%20exponentiated%20gradient%20updates%20to%20hyperparameters%20(computed%20by%20aggregating%20results%20of%20local%20validation).%22%2C%22uri%22%3A%22https%3A%2F%2Fai2-s2-public.s3.amazonaws.com%2Ffigures%2F2017-08-08%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F2-Figure1-1.png%22%2C%22cdnUri%22%3A%22https%3A%2F%2Ffigures.semanticscholar.org%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F2-Figure1-1.png%22%2C%22width%22%3A350%2C%22height%22%3A97%7D%2C%7B%22name%22%3A%221%22%2C%22figureType%22%3A%22table%22%2C%22caption%22%3A%22Table%201%3A%20Final%20test%20error%20obtained%20when%20tuning%20using%20a%20standard%20hyperparameter%20tuning%20algorithm%20(SHA%20or%20RS)%20alone%2C%20or%20when%20using%20it%20for%20server%20(aggregation)%20hyperparameters%20while%20FedEx%20tunes%20client%20(on-device%20training)%20hyperparameters.%20The%20target%20model%20is%20the%20one%20used%20to%20compute%20on-device%20validation%20error%20by%20the%20wrapper%20method%2C%20as%20well%20as%20the%20one%20used%20to%20compute%20test%20error%20after%20tuning.%20Note%20that%20this%20table%20reports%20the%20final%20error%20results%20corresponding%20to%20the%20online%20evaluations%20reported%20in%20Figure%204%2C%20which%20measure%20performance%20as%20more%20of%20the%20computational%20budget%20is%20expended.%22%2C%22uri%22%3A%22https%3A%2F%2Fai2-s2-public.s3.amazonaws.com%2Ffigures%2F2017-08-08%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F9-Table1-1.png%22%2C%22cdnUri%22%3A%22https%3A%2F%2Ffigures.semanticscholar.org%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F9-Table1-1.png%22%2C%22width%22%3A546%2C%22height%22%3A150%7D%2C%7B%22name%22%3A%222%22%2C%22figureType%22%3A%22figure%22%2C%22caption%22%3A%22Figure%202%3A%20Tuning%20FL%20with%20SHA%20but%20making%20elimination%20decisions%20based%20on%20validation%20estimates%20using%20different%20discount%20factors.%20On%20both%20FEMNIST%20(top)%20and%20CIFAR%20(bottom)%20using%20more%20of%20the%20validation%20data%20does%20not%20improve%20upon%20just%20using%20the%20most%20recent%20round%E2%80%99s%20validation%20error.%22%2C%22uri%22%3A%22https%3A%2F%2Fai2-s2-public.s3.amazonaws.com%2Ffigures%2F2017-08-08%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F4-Figure2-1.png%22%2C%22cdnUri%22%3A%22https%3A%2F%2Ffigures.semanticscholar.org%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F4-Figure2-1.png%22%2C%22width%22%3A132%2C%22height%22%3A220%7D%2C%7B%22name%22%3A%222%22%2C%22figureType%22%3A%22table%22%2C%22caption%22%3A%22Table%202%3A%20Final%20test%20error%20obtained%20when%20tuning%20using%20a%20standard%20hyperparameter%20tuning%20algorithm%20(SHA%20or%20RS)%20alone%2C%20or%20when%20using%20it%20for%20server%20(aggregation)%20hyperparameters%20while%20FedEx%20tunes%20client%20(on-device%20training)%20hyperparameters.%20The%20target%20model%20is%20the%20one%20used%20to%20compute%20on-device%20validation%20error%20by%20the%20wrapper%20method%2C%20as%20well%20as%20the%20one%20used%20to%20compute%20test%20error%20after%20tuning.%20The%20confidence%20intervals%20displayed%20are%2090%25%20Student-t%20confidence%20intervals%20for%20the%20mean%20estimates%20from%20Table%201%2C%20with%205%20independent%20trials%20for%20Shakespeare%2C%2010%20for%20FEMNIST%2C%2010%20for%20RS%20on%20CIFAR%2C%20and%206%20for%20SHA%20on%20CIFAR.%22%2C%22uri%22%3A%22https%3A%2F%2Fai2-s2-public.s3.amazonaws.com%2Ffigures%2F2017-08-08%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F18-Table2-1.png%22%2C%22cdnUri%22%3A%22https%3A%2F%2Ffigures.semanticscholar.org%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F18-Table2-1.png%22%2C%22width%22%3A544%2C%22height%22%3A151%7D%2C%7B%22name%22%3A%223%22%2C%22figureType%22%3A%22figure%22%2C%22caption%22%3A%22Figure%203%3A%20Comparison%20of%20the%20range%20of%20performance%20values%20attained%20using%20different%20perturbation%20settings.%20Although%20the%20range%20is%20much%20smaller%20for%20%3D%200.1%20than%20for%20%3D%201.0%20(the%20latter%20is%20the%20entire%20space)%2C%20it%20still%20covers%20a%20large%20(roughly%2010-20%25)%20range%20of%20different%20performance%20levels%20on%20both%20FEMNIST%20(left)%20and%20CIFAR%20(right).%22%2C%22uri%22%3A%22https%3A%2F%2Fai2-s2-public.s3.amazonaws.com%2Ffigures%2F2017-08-08%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F7-Figure3-1.png%22%2C%22cdnUri%22%3A%22https%3A%2F%2Ffigures.semanticscholar.org%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F7-Figure3-1.png%22%2C%22width%22%3A554%2C%22height%22%3A271%7D%2C%7B%22name%22%3A%224%22%2C%22figureType%22%3A%22figure%22%2C%22caption%22%3A%22Figure%204%3A%20Online%20evaluation%20of%20FedEx%20on%20the%20Shakespeare%20next-character%20prediction%20dataset%20(left)%2C%20the%20FEMNIST%20image%20classification%20dataset%20(middle)%2C%20and%20the%20CIFAR-10%20image%20classification%20dataset%20(right)%20in%20the%20fully%20non-i.i.d.%20setting%20(except%20CIFAR-10).%20We%20report%20global%20model%20performance%20on%20the%20top%20and%20personalized%20performance%20on%20the%20bottom.%20All%20evaluations%20are%20run%20for%20three%20trials.%22%2C%22uri%22%3A%22https%3A%2F%2Fai2-s2-public.s3.amazonaws.com%2Ffigures%2F2017-08-08%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F10-Figure4-1.png%22%2C%22cdnUri%22%3A%22https%3A%2F%2Ffigures.semanticscholar.org%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F10-Figure4-1.png%22%2C%22width%22%3A522%2C%22height%22%3A260%7D%2C%7B%22name%22%3A%225%22%2C%22figureType%22%3A%22figure%22%2C%22caption%22%3A%22Figure%205%3A%20Comparison%20of%20different%20%CE%B5%20settings%20for%20the%20local%20perturbation%20component%20of%20FedEx%20from%20Section%203.%22%2C%22uri%22%3A%22https%3A%2F%2Fai2-s2-public.s3.amazonaws.com%2Ffigures%2F2017-08-08%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F19-Figure5-1.png%22%2C%22cdnUri%22%3A%22https%3A%2F%2Ffigures.semanticscholar.org%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F19-Figure5-1.png%22%2C%22width%22%3A240%2C%22height%22%3A166%7D%2C%7B%22name%22%3A%226%22%2C%22figureType%22%3A%22figure%22%2C%22caption%22%3A%22Figure%206%3A%20Comparison%20of%20step-size%20schedules%20for%20%CE%B7t%20in%20FedEx.%20In%20practice%20we%20chose%20the%20%E2%80%98aggressive%E2%80%99%20schedule%2C%20which%20exhibits%20faster%20convergence%20to%20favorable%20configurations.%22%2C%22uri%22%3A%22https%3A%2F%2Fai2-s2-public.s3.amazonaws.com%2Ffigures%2F2017-08-08%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F19-Figure6-1.png%22%2C%22cdnUri%22%3A%22https%3A%2F%2Ffigures.semanticscholar.org%2F39dc3b78ca88ce661a669fbbe331c589bceadb6a%2F19-Figure6-1.png%22%2C%22width%22%3A230%2C%22height%22%3A179%7D%5D%7D%2C%22skipperExperiments%22%3A%5B%7B%22objectKey%22%3A%2239dc3b78ca88ce661a669fbbe331c589bceadb6a%22%2C%22objectType%22%3A%22paper%22%2C%22experimentName%22%3A%22topics_beta3%22%2C%22objectData%22%3A%7B%22corpus_id%22%3A235367988%2C%22mentions%22%3A%5B%7B%22acr%22%3A%22HPT%22%2C%22count%22%3A3%2C%22term%22%3A%22hyper%20parameter%20tune%22%2C%22title%22%3A%22Hyperparameter%20Tuning%22%2C%22tid%22%3A%229700077320%22%7D%2C%7B%22count%22%3A2%2C%22term%22%3A%22weight%20sharing%22%2C%22title%22%3A%22Weight%20Sharing%22%2C%22tid%22%3A%2234832747685%22%7D%2C%7B%22acr%22%3A%22FEM%22%2C%22count%22%3A1%2C%22term%22%3A%22federate%20extended%20mnist%22%2C%22title%22%3A%22Federated%20Extended%20MNIST%22%2C%22tid%22%3A%2219470829915%22%7D%2C%7B%22acr%22%3A%22HO%22%2C%22count%22%3A1%2C%22term%22%3A%22hyper%20parameter%20optimization%22%2C%22title%22%3A%22Hyper-Parameter%20Optimization%22%2C%22tid%22%3A%2217238206165%22%7D%2C%7B%22acr%22%3A%22OCO%22%2C%22count%22%3A1%2C%22term%22%3A%22online%20convex%20optimization%22%2C%22title%22%3A%22Online%20Convex%20Optimization%22%2C%22tid%22%3A%2210648387046%22%7D%2C%7B%22count%22%3A1%2C%22term%22%3A%22configuration%22%2C%22title%22%3A%22Configuration%22%2C%22tid%22%3A%2254980011572%22%7D%2C%7B%22count%22%3A1%2C%22term%22%3A%22shakespeare%22%2C%22title%22%3A%22Shakespeare%22%2C%22tid%22%3A%2221695667565%22%7D%2C%7B%22count%22%3A1%2C%22term%22%3A%22hyperparameter%22%2C%22title%22%3A%22Hyperparameters%22%2C%22tid%22%3A%2231374085662%22%7D%2C%7B%22count%22%3A1%2C%22term%22%3A%22federate%20optimization%22%2C%22title%22%3A%22Federated%20Optimization%22%2C%22tid%22%3A%2246443856317%22%7D%2C%7B%22count%22%3A1%2C%22term%22%3A%22local%20training%22%2C%22title%22%3A%22Local%20Training%22%2C%22tid%22%3A%225159813985%22%7D%2C%7B%22acr%22%3A%22FL%22%2C%22count%22%3A1%2C%22term%22%3A%22federate%20learn%22%2C%22title%22%3A%22Federated%20Learning%22%2C%22tid%22%3A%2235454386766%22%7D%2C%7B%22count%22%3A1%2C%22term%22%3A%22heterogeneous%20device%22%2C%22title%22%3A%22Heterogeneous%20Devices%22%2C%22tid%22%3A%2247404798891%22%7D%2C%7B%22acr%22%3A%22ML%22%2C%22count%22%3A1%2C%22term%22%3A%22machine%20learning%22%2C%22title%22%3A%22Machine%20Learning%22%2C%22tid%22%3A%2238031188170%22%7D%2C%7B%22count%22%3A1%2C%22term%22%3A%22fedavg%22%2C%22title%22%3A%22FedAvg%22%2C%22tid%22%3A%2268421422767%22%7D%5D%2C%22cited_for%22%3A%5B%7B%22score%22%3A0.4339496397%2C%22term%22%3A%22task%20average%20regret%22%2C%22title%22%3A%22Task-averaged%20Regret%22%2C%22tid%22%3A%2252156846564%22%7D%5D%7D%2C%22createdAt%22%3A1716882604.713535%2C%22expiresAt%22%3A1724658604.713535%2C%22partitionKey%22%3A%22paper-39dc3b78ca88ce661a669fbbe331c589bceadb6a%22%2C%22sortKey%22%3A%22topics_beta3%22%7D%5D%2C%22citationSortAvailability%22%3A%7B%22citingPapers%22%3A%5B%22relevance%22%5D%2C%22citedPapers%22%3A%5B%22relevance%22%5D%7D%7D%7D%2C%7B%22actionType%22%3A%22ICON_SPRITE%22%2C%22data%22%3A%7B%22activeIconIds%22%3A%5B%22scorecard-highly-influential%22%2C%22excerpt%22%2C%22search-small%22%2C%22open-access%22%2C%22fa-bookmark%22%2C%22semantic-reader%22%2C%22fa-quote%22%2C%22information%22%2C%22fa-link%22%2C%22disclosure%22%2C%22arrow-lite%22%2C%22fa-bell%22%2C%22cited-by%22%2C%22arrow-up%22%5D%7D%7D%5D';</script> <script>window.S2_WEBLAB_CONFIG = {"experimentsDynamicConfig":"{\"pdp_tldr_abstract\":{\"id\":251,\"key\":\"pdp_tldr_abstract\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"pdp_tldr\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"pdp_tldr_abstract\",\"allocationSalt\":\"nm945zClaQRPNTiNJr7Oh0Sr\",\"exposureSalt\":\"azaYANk4PtVCBDHyfUJqAzyr\",\"createdAtUtc\":1692908021.417,\"createdByUser\":5515660},\"google_one_tap\":{\"id\":197,\"key\":\"google_one_tap\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"enabled\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"google_one_tap\",\"createdAtUtc\":1615444859.178,\"createdByUser\":122010},\"personalized_author_card_cues\":{\"id\":298,\"key\":\"personalized_author_card_cues\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"enable_non_personalized_author_card_on_hover\",\"ratio\":0},{\"key\":\"enable_non_personalized_author_card_on_click\",\"ratio\":0},{\"key\":\"enable_personalized_author_card_cues_on_hover\",\"ratio\":0},{\"key\":\"enable_personalized_author_card_cues_on_click\",\"ratio\":0},{\"key\":\"fetch_personalized_author_cues\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"personalized_author_card_cues\",\"allocationSalt\":\"rYtwrU9zqoLEYDG1OU4jh4oe\",\"exposureSalt\":\"MScsd8z/4DTcfk2dAU6NZCsq\",\"createdAtUtc\":1704399028.626,\"createdByUser\":243672},\"citation_ranking_v2\":{\"id\":176,\"key\":\"citation_ranking_v2\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"lambda_0_1\",\"ratio\":0},{\"key\":\"lambda_0_25\",\"ratio\":0},{\"key\":\"lambda_0_5\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"citation_ranking_v2\",\"createdAtUtc\":1603737896.161},\"author_name_abbreviation\":{\"id\":210,\"key\":\"author_name_abbreviation\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"author_abbreviations\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"author_name_abbreviation\",\"createdAtUtc\":1646085170.025,\"createdByUser\":243672},\"serp_density\":{\"id\":21,\"key\":\"serp_density\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"visible_compact\",\"ratio\":0},{\"key\":\"visible_comfortable\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"serp_density\",\"createdAtUtc\":1572896186.193744},\"aa_user_based_test\":{\"id\":301,\"key\":\"aa_user_based_test\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"test\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"aa_user_based_test\",\"allocationSalt\":\"8sYV7vyH1yBuWV5HOseP7ctW\",\"exposureSalt\":\"A6AwSGyJ6VbUAv8I8POVqqP2\",\"createdAtUtc\":1704416558.941,\"createdByUser\":279810},\"pdp_figure_limit\":{\"id\":98,\"key\":\"pdp_figure_limit\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"cap_at_4\",\"ratio\":1},{\"key\":\"cap_at_8\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"pdp_figure_limit\",\"createdAtUtc\":1589921468.447,\"createdByUser\":104960},\"dense_paper_view\":{\"id\":196,\"key\":\"dense_paper_view\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"enabled\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"dense_paper_view\",\"createdAtUtc\":1614018620.745,\"createdByUser\":243672},\"aa_stable_hash_user_test\":{\"id\":306,\"key\":\"aa_stable_hash_user_test\",\"variations\":[{\"key\":\"control\",\"ratio\":0.5},{\"key\":\"test\",\"ratio\":0.5}],\"trafficRatio\":1,\"status\":{\"value\":\"RUNNING\"},\"salt\":\"aa_stable_hash_user_test\",\"allocationSalt\":\"MufpYhpSmAObwrYR3ZP7xFlC\",\"exposureSalt\":\"F+0Ffq4q49FJRWHk32O1L5nc\",\"createdAtUtc\":1705622249.956,\"createdByUser\":279810},\"cited_by_library_cue\":{\"id\":249,\"key\":\"cited_by_library_cue\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"test\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"cited_by_library_cue\",\"allocationSalt\":\"i+dwT82MKt6BLyOzN2ykalq6\",\"exposureSalt\":\"oxItYJ7GQjq+Y/djtm+AIVna\",\"createdAtUtc\":1692393445.535,\"createdByUser\":1203585},\"serp_reranking_service\":{\"id\":67,\"key\":\"serp_reranking_service\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"with_reranker_service\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"serp_reranking_service\",\"createdAtUtc\":1587075346.848,\"createdByUser\":17800},\"serp_density_no_toggle\":{\"id\":101,\"key\":\"serp_density_no_toggle\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"compact\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"serp_density_no_toggle\",\"createdAtUtc\":1590012981.954,\"createdByUser\":17800},\"store_rehydrate\":{\"id\":97,\"key\":\"store_rehydrate\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"async\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"store_rehydrate\",\"createdAtUtc\":1589828078.63,\"createdByUser\":104960},\"new_ab_framework_aa\":{\"id\":300,\"key\":\"new_ab_framework_aa\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"test\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"new_ab_framework_aa\",\"allocationSalt\":\"UE2LzP3TPvnrhxtIVfEvsRhG\",\"exposureSalt\":\"ja4S+rxtrqmKdsdnOoNtbNuc\",\"createdAtUtc\":1704416553.178,\"createdByUser\":279810},\"perf_bundling\":{\"id\":90,\"key\":\"perf_bundling\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"preload_by_device\",\"ratio\":0},{\"key\":\"preload_by_route\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"perf_bundling\",\"createdAtUtc\":1589229953.664,\"createdByUser\":104960},\"abstract_highlighter_v2\":{\"id\":123,\"key\":\"abstract_highlighter_v2\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"highlighted_abstract_default_toggle_off\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"abstract_highlighter_v2\",\"createdAtUtc\":1593461211.759575,\"createdByUser\":104960},\"google_one_tap_v2\":{\"id\":201,\"key\":\"google_one_tap_v2\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"enabled\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"google_one_tap_v2\",\"createdAtUtc\":1617130015.144,\"createdByUser\":122010},\"reader_pdp_button_primacy\":{\"id\":214,\"key\":\"reader_pdp_button_primacy\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"test\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"reader_pdp_button_primacy\",\"createdAtUtc\":1657558402.126,\"createdByUser\":1405553},\"pdp_promo_banner_multi_arm_v2\":{\"id\":198,\"key\":\"pdp_promo_banner_multi_arm_v2\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"account_create\",\"ratio\":0},{\"key\":\"library_save\",\"ratio\":0},{\"key\":\"institution_login\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"pdp_promo_banner_multi_arm_v2\",\"createdAtUtc\":1615444878.533,\"createdByUser\":122010},\"serp_reranking_service_2\":{\"id\":117,\"key\":\"serp_reranking_service_2\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"with_reranker_service\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"serp_reranking_service_2\",\"createdAtUtc\":1592339220,\"createdByUser\":17800},\"similar_papers_shoveler\":{\"id\":26,\"key\":\"similar_papers_shoveler\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"with_carousel\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"similar_papers_shoveler\",\"createdAtUtc\":1573763284.202,\"createdByUser\":317575},\"serp_reranker_precompute_2\":{\"id\":61,\"key\":\"serp_reranker_precompute_2\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"with_reranker\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"serp_reranker_precompute_2\",\"createdAtUtc\":1586801912.973,\"createdByUser\":397618},\"oneclick_alternate_source_v2\":{\"id\":113,\"key\":\"oneclick_alternate_source_v2\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"treatment_a\",\"ratio\":1},{\"key\":\"treatment_b\",\"ratio\":0},{\"key\":\"treatment_c\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"oneclick_alternate_source_v2\",\"createdAtUtc\":1591737877.786,\"createdByUser\":418650},\"home_page_search_emphasis_extension\":{\"id\":110,\"key\":\"home_page_search_emphasis_extension\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"refreshed\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"home_page_search_emphasis_extension\",\"createdAtUtc\":1591151165.02,\"createdByUser\":104960},\"abstract_highlighter\":{\"id\":37,\"key\":\"abstract_highlighter\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"highlighted_abstract\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"abstract_highlighter\",\"createdAtUtc\":1581466392.016,\"createdByUser\":279810},\"sign_up_funnel_optimization_first_screen\":{\"id\":204,\"key\":\"sign_up_funnel_optimization_first_screen\",\"variations\":[{\"key\":\"control\",\"ratio\":0.5},{\"key\":\"test\",\"ratio\":0.5}],\"trafficRatio\":1,\"status\":{\"value\":\"RUNNING\"},\"salt\":\"sign_up_funnel_optimization_first_screen\",\"createdAtUtc\":1623175290.432,\"createdByUser\":1405553},\"cite_download_links\":{\"id\":118,\"key\":\"cite_download_links\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"download_links\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"cite_download_links\",\"createdAtUtc\":1592930913.207},\"new_ab_framework_mock_ab\":{\"id\":302,\"key\":\"new_ab_framework_mock_ab\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"test_50\",\"ratio\":0},{\"key\":\"test_90\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"new_ab_framework_mock_ab\",\"allocationSalt\":\"vFv4mvTwJu5QwtD4VUYt3DFx\",\"exposureSalt\":\"whbD6kenLWcV13onOMdcaygv\",\"createdAtUtc\":1704416581.716,\"createdByUser\":279810},\"reader_cite_see\":{\"id\":247,\"key\":\"reader_cite_see\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"enable_cite_see\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"reader_cite_see\",\"allocationSalt\":\"kX+/bPrZVfPxACjiWAHDEfFF\",\"exposureSalt\":\"tA6Am2Fp3W23HW1AhcqSa6nv\",\"createdAtUtc\":1688005085.187,\"createdByUser\":122010},\"pdp_passive_recommendations\":{\"id\":56,\"key\":\"pdp_passive_recommendations\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"test\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"pdp_passive_recommendations\",\"createdAtUtc\":1586473652.362},\"pdp_paper_concepts_2\":{\"id\":153,\"key\":\"pdp_paper_concepts_2\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"paper_concepts\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"pdp_paper_concepts_2\",\"createdAtUtc\":1599091134.654,\"createdByUser\":397618},\"pdf_badge_link_destination\":{\"id\":207,\"key\":\"pdf_badge_link_destination\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"destination_pdf\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"pdf_badge_link_destination\",\"createdAtUtc\":1628618070.204,\"createdByUser\":1203585},\"login_demographics_modal_V2\":{\"id\":19,\"key\":\"login_demographics_modal_V2\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"show_modal\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"login_demographics_modal_V2\",\"createdAtUtc\":1572296488.514184},\"topics_beta3_DELETE_pauls\":{\"id\":262,\"key\":\"topics_beta3_DELETE_pauls\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"topics_beta3\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"topics_beta3\",\"allocationSalt\":\"qlobQ8Q2C6EwDsrhfugX3xOq\",\"exposureSalt\":\"rdKI0FytJIEV1e4u2QHnl+YA\",\"createdAtUtc\":1696545337.239,\"createdByUser\":1545875},\"delay_analytics\":{\"id\":121,\"key\":\"delay_analytics\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"delay_analytics\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"delay_analytics\",\"createdAtUtc\":1593196006.436,\"createdByUser\":122010},\"create_library_ftue_modal_v2\":{\"id\":245,\"key\":\"create_library_ftue_modal_v2\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"ftue_modal\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"create_library_ftue_modal_v2\",\"createdAtUtc\":1683658275.692,\"createdByUser\":279810},\"s2_logo_redesign\":{\"id\":30,\"key\":\"s2_logo_redesign\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"new_logo\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"s2_logo_redesign\",\"createdAtUtc\":1575410800.18,\"createdByUser\":279810},\"paper_badges_2\":{\"id\":171,\"key\":\"paper_badges_2\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"treatment_a\",\"ratio\":0},{\"key\":\"treatment_b\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"paper_badges_2\",\"createdAtUtc\":1602525442.758,\"createdByUser\":317575},\"split_by_route\":{\"id\":17,\"key\":\"split_by_route\",\"variations\":[{\"key\":\"control\",\"ratio\":0.334},{\"key\":\"split_admin_route\",\"ratio\":0.333},{\"key\":\"split_react_player_route\",\"ratio\":0.333}],\"trafficRatio\":1,\"status\":{\"value\":\"RUNNING\"},\"salt\":\"split_by_route\",\"createdAtUtc\":1572040486.808819,\"createdByUser\":104960},\"author_recommendations\":{\"id\":40,\"key\":\"author_recommendations\",\"variations\":[{\"key\":\"baseline\",\"ratio\":0},{\"key\":\"recent_relevant_popular\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"RUNNING\"},\"salt\":\"author_recommendations\",\"createdAtUtc\":1582568646.415,\"createdByUser\":418650},\"author_page_redesign\":{\"id\":8,\"key\":\"author_page_redesign\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"ahp_redesign\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"author_page_redesign\",\"createdAtUtc\":1570470623.090848,\"createdByUser\":104960},\"reader_cta\":{\"id\":216,\"key\":\"reader_cta\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"test\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"reader_cta\",\"createdAtUtc\":1661365722.101,\"createdByUser\":122010},\"citation_ranking_v2_3\":{\"id\":188,\"key\":\"citation_ranking_v2_3\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"lambda_0_01\",\"ratio\":0},{\"key\":\"lambda_0_001\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"citation_ranking_v2_3\",\"createdAtUtc\":1606929568.356},\"font_loading\":{\"id\":52,\"key\":\"font_loading\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"test_swap\",\"ratio\":1},{\"key\":\"test_inject\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"font_loading\",\"createdAtUtc\":1585953693.361,\"createdByUser\":104960},\"topics_beta3\":{\"id\":291,\"key\":\"topics_beta3\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"topics_beta3\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"topics_beta3\",\"allocationSalt\":\"aw1beIcO6IGl6qVagXh2S/4a\",\"exposureSalt\":\"zpAfSCyLQBHNDrBbh1ug/GVj\",\"createdAtUtc\":1701455749.854,\"createdByUser\":104960},\"alerts_summarization_relevance_2\":{\"id\":166,\"key\":\"alerts_summarization_relevance_2\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"summarization_paper\",\"ratio\":0},{\"key\":\"relevance_paper\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"alerts_summarization_relevance_2\",\"createdAtUtc\":1601583531.684},\"sign_up_button_text\":{\"id\":205,\"key\":\"sign_up_button_text\",\"variations\":[{\"key\":\"control\",\"ratio\":0.34},{\"key\":\"create_account\",\"ratio\":0.33},{\"key\":\"sign_up\",\"ratio\":0.33}],\"trafficRatio\":1,\"status\":{\"value\":\"RUNNING\"},\"salt\":\"sign_up_button_text\",\"createdAtUtc\":1623345966.224,\"createdByUser\":1456296},\"login_demographics_modal\":{\"id\":10,\"key\":\"login_demographics_modal\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"show_modal\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"login_demographics_modal\",\"createdAtUtc\":1570646352.207529},\"reader_note_taking\":{\"id\":239,\"key\":\"reader_note_taking\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"enable_note_taking\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"reader_note_taking\",\"createdAtUtc\":1680117768.405,\"createdByUser\":122010},\"pdp_top_citation_scorecard\":{\"id\":134,\"key\":\"pdp_top_citation_scorecard\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"top_citing\",\"ratio\":0},{\"key\":\"top_citing_with_counts\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"pdp_top_citation_scorecard\",\"createdAtUtc\":1595531067.148,\"createdByUser\":317575},\"raw_citation_count\":{\"id\":111,\"key\":\"raw_citation_count\",\"variations\":[{\"key\":\"control\",\"ratio\":0.25},{\"key\":\"raw_citations_icon\",\"ratio\":0.25},{\"key\":\"raw_citations_text\",\"ratio\":0.25},{\"key\":\"both_citations_icon\",\"ratio\":0.25}],\"trafficRatio\":1,\"status\":{\"value\":\"RUNNING\"},\"salt\":\"raw_citation_count\",\"createdAtUtc\":1591213895.609},\"paper_badges\":{\"id\":157,\"key\":\"paper_badges\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"treatment_a\",\"ratio\":0},{\"key\":\"treatment_b\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"paper_badges\",\"createdAtUtc\":1600193377.798,\"createdByUser\":296941},\"alerts_summarization_only\":{\"id\":173,\"key\":\"alerts_summarization_only\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"summarization_paper\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"alerts_summarization_only\",\"createdAtUtc\":1603299529.034},\"flip_login_modal_layout\":{\"id\":81,\"key\":\"flip_login_modal_layout\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"flipped\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"flip_login_modal_layout\",\"createdAtUtc\":1588372807.479,\"createdByUser\":243672},\"reranked_citations_members_timo\":{\"id\":115,\"key\":\"reranked_citations_members_timo\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"enable_relevance\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"reranked_citations_members_timo\",\"createdAtUtc\":1591896209.993},\"author_recommendations_ux\":{\"id\":41,\"key\":\"author_recommendations_ux\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"local_hint\",\"ratio\":0},{\"key\":\"global_hint\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"author_recommendations_ux\",\"createdAtUtc\":1582653712.54,\"createdByUser\":418650},\"oneclick_alternate_source\":{\"id\":106,\"key\":\"oneclick_alternate_source\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"treatment_a\",\"ratio\":0},{\"key\":\"treatment_b\",\"ratio\":0},{\"key\":\"treatment_c\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"oneclick_alternate_source\",\"createdAtUtc\":1590613869.645,\"createdByUser\":418650},\"split_react_player\":{\"id\":25,\"key\":\"split_react_player\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"split_react_player_route\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"split_react_player\",\"createdAtUtc\":1573686549.296,\"createdByUser\":296941},\"feed_on_serp\":{\"id\":78,\"key\":\"feed_on_serp\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"always_visible\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"feed_on_serp\",\"createdAtUtc\":1587792956.64,\"createdByUser\":104960},\"alerts_two_types_relevance\":{\"id\":179,\"key\":\"alerts_two_types_relevance\",\"variations\":[{\"key\":\"control\",\"ratio\":0.33},{\"key\":\"relevance_author\",\"ratio\":0.33},{\"key\":\"relevance_paper\",\"ratio\":0.34}],\"trafficRatio\":1,\"status\":{\"value\":\"RUNNING\"},\"salt\":\"alerts_two_types_relevance\",\"createdAtUtc\":1604007508.027},\"author_influence_tabs\":{\"id\":280,\"key\":\"author_influence_tabs\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"view_all\",\"ratio\":0},{\"key\":\"numbers\",\"ratio\":0},{\"key\":\"plain\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"author_influence_tabs\",\"allocationSalt\":\"zarnyoyT2ySK+1e5SMn+U5kE\",\"exposureSalt\":\"5QiARRh63+qEfN/K1aHQusCM\",\"createdAtUtc\":1699564230.163,\"createdByUser\":104960},\"serp_result_tldr_2\":{\"id\":186,\"key\":\"serp_result_tldr_2\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"tldr\",\"ratio\":1},{\"key\":\"tldr_no_pill\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"serp_result_tldr_2\",\"createdAtUtc\":1605304879.33},\"login_demographics_modal_V3\":{\"id\":28,\"key\":\"login_demographics_modal_V3\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"show_modal\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"login_demographics_modal_V3\",\"createdAtUtc\":1574269471.874,\"createdByUser\":296941},\"pdp_promo_banner_multi_arm\":{\"id\":193,\"key\":\"pdp_promo_banner_multi_arm\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"account_create\",\"ratio\":0},{\"key\":\"feed_start\",\"ratio\":0},{\"key\":\"get_recommendations\",\"ratio\":0},{\"key\":\"library_save\",\"ratio\":0},{\"key\":\"institution_login\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"pdp_promo_banner_multi_arm\",\"createdAtUtc\":1612815293.141,\"createdByUser\":17800},\"cited_by_library_cue_orange\":{\"id\":254,\"key\":\"cited_by_library_cue_orange\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"test\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"cited_by_library_cue_orange\",\"allocationSalt\":\"K4pzIRogJcTIVYUKZmwA4lS9\",\"exposureSalt\":\"2hBud+9SXKQbSV6qVQ6CfFEO\",\"createdAtUtc\":1693503395.337,\"createdByUser\":1203585},\"citation_ranking_v2_4\":{\"id\":191,\"key\":\"citation_ranking_v2_4\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"lambda_0_01\",\"ratio\":0},{\"key\":\"lambda_0_001\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"citation_ranking_v2_4\",\"createdAtUtc\":1609895019.861},\"reader_link_styling\":{\"id\":304,\"key\":\"reader_link_styling\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"no_underline\",\"ratio\":0},{\"key\":\"solid_underline\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"reader_link_styling\",\"allocationSalt\":\"c1r5uUIckNgAkqUPDqebexeP\",\"exposureSalt\":\"mOf/0DZxiMd2BA0RPv/K8meE\",\"createdAtUtc\":1704486299.05,\"createdByUser\":5515660},\"similar_papers_deferred_load\":{\"id\":29,\"key\":\"similar_papers_deferred_load\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"deferred\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"similar_papers_deferred_load\",\"createdAtUtc\":1574297471.733,\"createdByUser\":13508},\"aa_stable_hash_user_alerts_test\":{\"id\":307,\"key\":\"aa_stable_hash_user_alerts_test\",\"variations\":[{\"key\":\"control\",\"ratio\":0.5},{\"key\":\"test\",\"ratio\":0.5}],\"trafficRatio\":1,\"status\":{\"value\":\"RUNNING\"},\"salt\":\"aa_stable_hash_user_alerts_test\",\"allocationSalt\":\"zDmuoGPxKsawFuZMGzfKGi9v\",\"exposureSalt\":\"7ZX32aHMfTCuTgSx4JkXKlMZ\",\"createdAtUtc\":1705622255.598,\"createdByUser\":279810},\"alerts_aa_test\":{\"id\":303,\"key\":\"alerts_aa_test\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"test\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"alerts_aa_test\",\"allocationSalt\":\"RzqpSzRL4uPHvzX8IKyhjIzb\",\"exposureSalt\":\"PxeMrmBYqz4H9UPIvGIot4Yr\",\"createdAtUtc\":1704416585.065,\"createdByUser\":279810},\"create_library_ftue_modal\":{\"id\":230,\"key\":\"create_library_ftue_modal\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"ftue_modal\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"create_library_ftue_modal\",\"createdAtUtc\":1674860386.892,\"createdByUser\":3962251},\"serp_result_tldr\":{\"id\":174,\"key\":\"serp_result_tldr\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"tldr\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"serp_result_tldr\",\"createdAtUtc\":1603387291.833},\"title_search\":{\"id\":36,\"key\":\"title_search\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"with_title_search\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"title_search\",\"createdAtUtc\":1580860427.985,\"createdByUser\":13508},\"term_understanding\":{\"id\":296,\"key\":\"term_understanding\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"enable_term_understanding\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"term_understanding\",\"allocationSalt\":\"RQnG3DNmHfDLJbrw56FUi44w\",\"exposureSalt\":\"LyspZS2P9fC8fUXB7ZiW/Wa5\",\"createdAtUtc\":1704320552.521,\"createdByUser\":122010},\"remove_boomr\":{\"id\":65,\"key\":\"remove_boomr\",\"variations\":[{\"key\":\"control\",\"ratio\":0.5},{\"key\":\"removed\",\"ratio\":0.5}],\"trafficRatio\":1,\"status\":{\"value\":\"RUNNING\"},\"salt\":\"remove_boomr\",\"createdAtUtc\":1586896930.392,\"createdByUser\":104960},\"author_recommendations_timo\":{\"id\":150,\"key\":\"author_recommendations_timo\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"test\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"author_recommendations_timo\",\"createdAtUtc\":1598899313.467},\"ahp_influence_v2\":{\"id\":224,\"key\":\"ahp_influence_v2\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"influence_only\",\"ratio\":0},{\"key\":\"influence_with_recs\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"ahp_influence_v2\",\"createdAtUtc\":1673045213.821,\"createdByUser\":104960},\"pdp_paper_concepts\":{\"id\":124,\"key\":\"pdp_paper_concepts\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"paper_concepts\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"pdp_paper_concepts\",\"createdAtUtc\":1593561990.193,\"createdByUser\":397618},\"server_flushing\":{\"id\":133,\"key\":\"server_flushing\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"flush_early\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"server_flushing\",\"createdAtUtc\":1595442114.714,\"createdByUser\":104960},\"citation_icon\":{\"id\":135,\"key\":\"citation_icon\",\"variations\":[{\"key\":\"control\",\"ratio\":0.25},{\"key\":\"control_1\",\"ratio\":0.25},{\"key\":\"cite_icon\",\"ratio\":0.25},{\"key\":\"cite_icon_1\",\"ratio\":0.25}],\"trafficRatio\":1,\"status\":{\"value\":\"RUNNING\"},\"salt\":\"citation_icon\",\"createdAtUtc\":1595620503.265},\"figure_modal_with_sticky_footer\":{\"id\":14,\"key\":\"figure_modal_with_sticky_footer\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"sticky_footer\",\"ratio\":1},{\"key\":\"also_control\",\"ratio\":0},{\"key\":\"also_sticky_footer\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"figure_modal_with_sticky_footer\",\"createdAtUtc\":1571682507.920638},\"pdf_note_taking\":{\"id\":227,\"key\":\"pdf_note_taking\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"enable_note_taking\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"pdf_note_taking\",\"createdAtUtc\":1674073684.134,\"createdByUser\":122010},\"search_suggestions\":{\"id\":149,\"key\":\"search_suggestions\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"test\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"search_suggestions\",\"createdAtUtc\":1597855120.147,\"createdByUser\":279810},\"non_personalized_author_cards\":{\"id\":257,\"key\":\"non_personalized_author_cards\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"non_personalized_author_card\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"non_personalized_author_cards\",\"allocationSalt\":\"Uu0DesO5faNa2O6C3hq74JDZ\",\"exposureSalt\":\"+GnSp9JoNN9m32Z+N+sgC0i0\",\"createdAtUtc\":1695771542.292,\"createdByUser\":279810},\"home_page_search_emphasis\":{\"id\":99,\"key\":\"home_page_search_emphasis\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"refreshed\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"home_page_search_emphasis\",\"createdAtUtc\":1589992694.665,\"createdByUser\":243672},\"pdp_top_citation_scorecard_v2\":{\"id\":148,\"key\":\"pdp_top_citation_scorecard_v2\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"top_citing\",\"ratio\":0},{\"key\":\"top_citing_with_counts\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"pdp_top_citation_scorecard_v2\",\"createdAtUtc\":1597785885.662,\"createdByUser\":418650},\"annotation_button_placement\":{\"id\":240,\"key\":\"annotation_button_placement\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"side_view\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"annotation_button_placement\",\"createdAtUtc\":1680712272.949,\"createdByUser\":60060},\"author_recs_content\":{\"id\":241,\"key\":\"author_recs_content\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"coauthors_coauthors\",\"ratio\":1},{\"key\":\"citing_citing\",\"ratio\":0},{\"key\":\"referenced_referenced\",\"ratio\":0},{\"key\":\"recommended_coauthors\",\"ratio\":0},{\"key\":\"recommended_citing\",\"ratio\":0},{\"key\":\"recommended_referenced\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"author_recs_content\",\"createdAtUtc\":1681758437.924,\"createdByUser\":104960},\"pdp_fields_of_study_meta\":{\"id\":13,\"key\":\"pdp_fields_of_study_meta\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"fields_of_study\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"pdp_fields_of_study_meta\",\"createdAtUtc\":1571345525.982375},\"more_reader_entry_points_v2\":{\"id\":294,\"key\":\"more_reader_entry_points_v2\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"more_reader_entries\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"more_reader_entry_points_v2\",\"allocationSalt\":\"g3qO7k1qHCzkpGMRHW/LF8tU\",\"exposureSalt\":\"5AnBxNB+Hf8tmQuR0A3fSu/N\",\"createdAtUtc\":1704219678.179,\"createdByUser\":1456296},\"ahp_alert_trigger_text\":{\"id\":80,\"key\":\"ahp_alert_trigger_text\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"follow_author_text\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"ahp_alert_trigger_text\",\"createdAtUtc\":1588095281.308,\"createdByUser\":296941},\"aa_stable_hash_session_test\":{\"id\":305,\"key\":\"aa_stable_hash_session_test\",\"variations\":[{\"key\":\"control\",\"ratio\":0.5},{\"key\":\"test\",\"ratio\":0.5}],\"trafficRatio\":1,\"status\":{\"value\":\"RUNNING\"},\"salt\":\"aa_stable_hash_session_test\",\"allocationSalt\":\"ZsWVTbjEoTlXMonuWmoEI6g8\",\"exposureSalt\":\"q5SU41THsJqjHxWntmAGmP9L\",\"createdAtUtc\":1705622175.551,\"createdByUser\":279810},\"conn_latency_regional_ping\":{\"id\":84,\"key\":\"conn_latency_regional_ping\",\"variations\":[{\"key\":\"off\",\"ratio\":1},{\"key\":\"control\",\"ratio\":0},{\"key\":\"regional\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"conn_latency_regional_ping\",\"createdAtUtc\":1588637753.189,\"createdByUser\":7612},\"delay_analytics_v2\":{\"id\":131,\"key\":\"delay_analytics_v2\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"test\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"delay_analytics_v2\",\"createdAtUtc\":1595261042.921,\"createdByUser\":122010},\"paper_row_v2_font_only\":{\"id\":233,\"key\":\"paper_row_v2_font_only\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"paper_row_v2_font_only\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"paper_row_v2_font_only\",\"createdAtUtc\":1677873541.999,\"createdByUser\":1203585},\"feed_banner_ad\":{\"id\":77,\"key\":\"feed_banner_ad\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"test_hidden\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"feed_banner_ad\",\"createdAtUtc\":1587792950.912,\"createdByUser\":104960},\"paper_abstract_highlight\":{\"id\":24,\"key\":\"paper_abstract_highlight\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"highlighted_abstract\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"paper_abstract_highlight\",\"createdAtUtc\":1573517189.069,\"createdByUser\":279810},\"paper_cues\":{\"id\":295,\"key\":\"paper_cues\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"cited_by_library_cue_only\",\"ratio\":0},{\"key\":\"all_paper_cues\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"paper_cues\",\"allocationSalt\":\"iPZNSs9i5ZB7UsxDnYiSJ1j3\",\"exposureSalt\":\"1Uu3d8nsVgefVW1zd4hOBVAQ\",\"createdAtUtc\":1704238222.363,\"createdByUser\":279810},\"more_reader_entry_points\":{\"id\":269,\"key\":\"more_reader_entry_points\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"more_reader_entries\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"more_reader_entry_points\",\"allocationSalt\":\"U8Uyls8Cvo1CgshdisJyD8Rc\",\"exposureSalt\":\"9mXVnHYwGK39o3rNt3RxM8u5\",\"createdAtUtc\":1696982769.719,\"createdByUser\":1203585},\"serp_reranker_precompute\":{\"id\":57,\"key\":\"serp_reranker_precompute\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"with_reranker\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"serp_reranker_precompute\",\"createdAtUtc\":1586543693.281,\"createdByUser\":279810},\"app_header_logo_brief\":{\"id\":93,\"key\":\"app_header_logo_brief\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"brief\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"app_header_logo_brief\",\"createdAtUtc\":1589327483.462,\"createdByUser\":243672},\"adaptive_feed\":{\"id\":46,\"key\":\"adaptive_feed\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"test\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"adaptive_feed\",\"createdAtUtc\":1585173166.535,\"createdByUser\":104960},\"view_slides_button\":{\"id\":34,\"key\":\"view_slides_button\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"no_view_slides\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"view_slides_button\",\"createdAtUtc\":1578439638.407},\"alerts_influential_undiscovered_test\":{\"id\":145,\"key\":\"alerts_influential_undiscovered_test\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"influential_author\",\"ratio\":0},{\"key\":\"undiscovered_author\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"alerts_influential_undiscovered_test\",\"createdAtUtc\":1597448656.176},\"citation_ranking_v2_2\":{\"id\":184,\"key\":\"citation_ranking_v2_2\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"lambda_0_1\",\"ratio\":0},{\"key\":\"lambda_0_25\",\"ratio\":0},{\"key\":\"lambda_0_5\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"citation_ranking_v2_2\",\"createdAtUtc\":1605124214.646},\"author_recommendations_ux2\":{\"id\":92,\"key\":\"author_recommendations_ux2\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"local_hint\",\"ratio\":0},{\"key\":\"global_hint\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"author_recommendations_ux2\",\"createdAtUtc\":1589319964.215},\"external_content_display\":{\"id\":208,\"key\":\"external_content_display\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"hidden\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"external_content_display\",\"createdAtUtc\":1641846043.556,\"createdByUser\":279810},\"reader_expanded_toolbar\":{\"id\":299,\"key\":\"reader_expanded_toolbar\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"reader_expanded_toolbar\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"reader_expanded_toolbar\",\"allocationSalt\":\"Prof78hT/SSEROb9Jg+ThHzc\",\"exposureSalt\":\"HfiteM1eYpK3FQEfHgHRdUZd\",\"createdAtUtc\":1704407521.147,\"createdByUser\":5515660},\"pdp_promotion_banner_v2\":{\"id\":187,\"key\":\"pdp_promotion_banner_v2\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"test\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"pdp_promotion_banner_v2\",\"createdAtUtc\":1605913918.103,\"createdByUser\":122010},\"serp_author_shoveler\":{\"id\":100,\"key\":\"serp_author_shoveler\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"shoveler\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"serp_author_shoveler\",\"createdAtUtc\":1589992713.115,\"createdByUser\":243672},\"home_page_search_emphasis_labeling\":{\"id\":82,\"key\":\"home_page_search_emphasis_labeling\",\"variations\":[{\"key\":\"control\",\"ratio\":0.5},{\"key\":\"name_only\",\"ratio\":0.5}],\"trafficRatio\":1,\"status\":{\"value\":\"RUNNING\"},\"salt\":\"home_page_search_emphasis_labeling\",\"createdAtUtc\":1588614992.156,\"createdByUser\":243672},\"alerts_summarization_relevance\":{\"id\":152,\"key\":\"alerts_summarization_relevance\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"summarization_paper\",\"ratio\":0.5},{\"key\":\"relevance_paper\",\"ratio\":0.5}],\"trafficRatio\":1,\"status\":{\"value\":\"RUNNING\"},\"salt\":\"alerts_summarization_relevance\",\"createdAtUtc\":1599006259.913},\"skimming_v2\":{\"id\":265,\"key\":\"skimming_v2\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"enable_skimming_v2\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"skimming_v2\",\"allocationSalt\":\"I6jpxg6rMMcVc//u3j2gorGp\",\"exposureSalt\":\"zO+oh6Ay5Tw5WqD3n5UafS9B\",\"createdAtUtc\":1696610533.731,\"createdByUser\":5079970},\"venues\":{\"id\":297,\"key\":\"venues\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"enable_venues\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"venues\",\"allocationSalt\":\"329jsMMQD8WkYMslCOzgjJX2\",\"exposureSalt\":\"oj8tFgOkhaNTGt7ooVv/JsBQ\",\"createdAtUtc\":1704321118.088,\"createdByUser\":7382062},\"paper_qa\":{\"id\":293,\"key\":\"paper_qa\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"paper_qa\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"paper_qa\",\"allocationSalt\":\"qt0NZDuJvc/mZcxp4D8e67b4\",\"exposureSalt\":\"xyn2zie2A2jvzxjtFkY7zb+D\",\"createdAtUtc\":1702512799.781,\"createdByUser\":104960},\"alerts_influential_undiscovered_test_2\":{\"id\":151,\"key\":\"alerts_influential_undiscovered_test_2\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"influential_author\",\"ratio\":0},{\"key\":\"undiscovered_author\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"alerts_influential_undiscovered_test_2\",\"createdAtUtc\":1598913662.812},\"perf_split_by_route\":{\"id\":112,\"key\":\"perf_split_by_route\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"test\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"perf_split_by_route\",\"createdAtUtc\":1591722385.441,\"createdByUser\":104960},\"searchbar_call_to_action\":{\"id\":85,\"key\":\"searchbar_call_to_action\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"icon_only\",\"ratio\":0},{\"key\":\"icon_text\",\"ratio\":1},{\"key\":\"text_only\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"searchbar_call_to_action\",\"createdAtUtc\":1588699236.077,\"createdByUser\":243672},\"pdp_promotion_banner\":{\"id\":178,\"key\":\"pdp_promotion_banner\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"test\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"pdp_promotion_banner\",\"createdAtUtc\":1604005807.268,\"createdByUser\":122010},\"alerts_two_types_relevance_v2\":{\"id\":203,\"key\":\"alerts_two_types_relevance_v2\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"relevance_author\",\"ratio\":1},{\"key\":\"relevance_paper\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"RUNNING\"},\"salt\":\"alerts_two_types_relevance_v2\",\"createdAtUtc\":1622833909.823,\"createdByUser\":104960},\"reranked_citations_members\":{\"id\":79,\"key\":\"reranked_citations_members\",\"variations\":[{\"key\":\"control\",\"ratio\":1},{\"key\":\"enable_relevance\",\"ratio\":0}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"reranked_citations_members\",\"createdAtUtc\":1588023578.872,\"createdByUser\":397618},\"serp_filter_redesign_phase1\":{\"id\":129,\"key\":\"serp_filter_redesign_phase1\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"dropdown\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"serp_filter_redesign_phase1\",\"createdAtUtc\":1594680356.082,\"createdByUser\":243672},\"pdp_citation_and_reference_paper_cues\":{\"id\":292,\"key\":\"pdp_citation_and_reference_paper_cues\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"fetch_citation_and_reference_paper_cues_data\",\"ratio\":0},{\"key\":\"enable_citation_and_reference_paper_cues\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"pdp_citation_and_reference_paper_cues\",\"allocationSalt\":\"408O4IPYRWWih2XdezFqaUEF\",\"exposureSalt\":\"X4PemPt7z7+0+S1HXT2B6vK7\",\"createdAtUtc\":1702495518.165,\"createdByUser\":279810},\"pdp_fields_of_study_meta_v2\":{\"id\":32,\"key\":\"pdp_fields_of_study_meta_v2\",\"variations\":[{\"key\":\"control\",\"ratio\":0},{\"key\":\"fields_of_study\",\"ratio\":1}],\"trafficRatio\":1,\"status\":{\"value\":\"FINISHED\"},\"salt\":\"pdp_fields_of_study_meta_v2\",\"createdAtUtc\":1575919306.754,\"createdByUser\":317575}}","featuresDynamicConfig":"{\"open_athens_redirect\":{\"id\":251,\"key\":\"open_athens_redirect\",\"trafficRatio\":1,\"salt\":\"open_athens_redirect\",\"createdAtUtc\":1680645063.58,\"createdByUser\":279810,\"durationType\":{\"id\":\"Permanent\"}},\"tldrs\":{\"id\":154,\"key\":\"tldrs\",\"trafficRatio\":1,\"salt\":\"tldrs\",\"createdAtUtc\":1601323268.535,\"createdByUser\":397618,\"durationType\":{\"id\":\"Temporary\"}},\"cite_see\":{\"id\":268,\"key\":\"cite_see\",\"trafficRatio\":1,\"salt\":\"cite_see\",\"createdAtUtc\":1681922890.978,\"createdByUser\":5515660,\"durationType\":{\"id\":\"Temporary\"}},\"library_with_folders_promo\":{\"id\":200,\"key\":\"library_with_folders_promo\",\"trafficRatio\":0,\"salt\":\"library_with_folders_promo\",\"createdAtUtc\":1634144809.028,\"createdByUser\":279810,\"durationType\":{\"id\":\"Temporary\"}},\"reader_acronyms\":{\"id\":303,\"key\":\"reader_acronyms\",\"trafficRatio\":1,\"salt\":\"reader_acronyms\",\"createdAtUtc\":1696537442.055,\"createdByUser\":4758209,\"durationType\":{\"id\":\"Temporary\"}},\"google_analytics\":{\"id\":273,\"key\":\"google_analytics\",\"trafficRatio\":1,\"salt\":\"google_analytics\",\"createdAtUtc\":1684515093.129,\"createdByUser\":104960,\"durationType\":{\"id\":\"Permanent\"}},\"blm_bg\":{\"id\":88,\"key\":\"blm_bg\",\"trafficRatio\":0,\"salt\":\"blm_bg\",\"createdAtUtc\":1591235625.917,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"s2_fos_search\":{\"id\":213,\"key\":\"s2_fos_search\",\"trafficRatio\":1,\"salt\":\"s2_fos_search\",\"createdAtUtc\":1648062382.023,\"createdByUser\":243672,\"durationType\":{\"id\":\"Temporary\"}},\"citation_filter_refresh\":{\"id\":146,\"key\":\"citation_filter_refresh\",\"trafficRatio\":1,\"salt\":\"citation_filter_refresh\",\"createdAtUtc\":1599603376.937,\"createdByUser\":279810,\"durationType\":{\"id\":\"Temporary\"}},\"paper_qa_card\":{\"id\":382,\"key\":\"paper_qa_card\",\"trafficRatio\":0,\"salt\":\"paper_qa_card\",\"createdAtUtc\":1718316243.535,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"minify_js\":{\"id\":359,\"key\":\"minify_js\",\"trafficRatio\":1,\"salt\":\"minify_js\",\"createdAtUtc\":1701205185.737,\"createdByUser\":5515660,\"durationType\":{\"id\":\"Permanent\"}},\"tldr_survey\":{\"id\":216,\"key\":\"tldr_survey\",\"trafficRatio\":0,\"salt\":\"tldr_survey\",\"createdAtUtc\":1650997316.687,\"createdByUser\":122010,\"durationType\":{\"id\":\"Temporary\"}},\"with_entitlements\":{\"id\":259,\"key\":\"with_entitlements\",\"trafficRatio\":1,\"salt\":\"with_entitlements\",\"createdAtUtc\":1680645116.319,\"createdByUser\":279810,\"durationType\":{\"id\":\"Permanent\"}},\"scroll_to_top\":{\"id\":362,\"key\":\"scroll_to_top\",\"trafficRatio\":1,\"salt\":\"scroll_to_top\",\"createdAtUtc\":1701291667.974,\"createdByUser\":7382062,\"durationType\":{\"id\":\"Temporary\"}},\"appcues\":{\"id\":388,\"key\":\"appcues\",\"trafficRatio\":0,\"salt\":\"appcues\",\"createdAtUtc\":1722287855.273,\"createdByUser\":104960,\"durationType\":{\"id\":\"Permanent\"}},\"use_search_cluster\":{\"id\":100,\"key\":\"use_search_cluster\",\"trafficRatio\":1,\"salt\":\"use_search_cluster\",\"createdAtUtc\":1594753668.01,\"createdByUser\":17800,\"durationType\":{\"id\":\"Temporary\"}},\"aws_waf\":{\"id\":272,\"key\":\"aws_waf\",\"trafficRatio\":1,\"salt\":\"aws_waf\",\"createdAtUtc\":1684515081.125,\"createdByUser\":104960,\"durationType\":{\"id\":\"Permanent\"}},\"library_with_folders_enrollment_check\":{\"id\":178,\"key\":\"library_with_folders_enrollment_check\",\"trafficRatio\":1,\"salt\":\"library_with_folders_enrollment_check\",\"createdAtUtc\":1614192684.914,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"author_recs_exp\":{\"id\":239,\"key\":\"author_recs_exp\",\"trafficRatio\":1,\"salt\":\"author_recs_exp\",\"createdAtUtc\":1678822982.594,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"auth_google_one_tap\":{\"id\":208,\"key\":\"auth_google_one_tap\",\"trafficRatio\":1,\"salt\":\"auth_google_one_tap\",\"createdAtUtc\":1634767785.356,\"createdByUser\":418650,\"durationType\":{\"id\":\"Permanent\"}},\"citation_filter_perf_test\":{\"id\":134,\"key\":\"citation_filter_perf_test\",\"trafficRatio\":0,\"salt\":\"citation_filter_perf_test\",\"createdAtUtc\":1598589963.818,\"createdByUser\":17800,\"durationType\":{\"id\":\"Temporary\"}},\"pdp_citation_use_multi_get\":{\"id\":153,\"key\":\"pdp_citation_use_multi_get\",\"trafficRatio\":0,\"salt\":\"pdp_citation_use_multi_get\",\"createdAtUtc\":1600813898.843,\"createdByUser\":275432,\"durationType\":{\"id\":\"Temporary\"}},\"weblab_opt_out\":{\"id\":368,\"key\":\"weblab_opt_out\",\"trafficRatio\":0.1,\"salt\":\"weblab_opt_out\",\"createdAtUtc\":1704468502.167,\"createdByUser\":104960,\"durationType\":{\"id\":\"Permanent\"}},\"hydrate_search_from_ddb\":{\"id\":125,\"key\":\"hydrate_search_from_ddb\",\"trafficRatio\":1,\"salt\":\"hydrate_search_from_ddb\",\"createdAtUtc\":1597954536.025,\"createdByUser\":17800,\"durationType\":{\"id\":\"Temporary\"}},\"highly_influential_citations_scorecard\":{\"id\":161,\"key\":\"highly_influential_citations_scorecard\",\"trafficRatio\":1,\"salt\":\"highly_influential_citations_scorecard\",\"createdAtUtc\":1604433250.494,\"createdByUser\":317575,\"durationType\":{\"id\":\"Temporary\"}},\"swipe\":{\"id\":186,\"key\":\"swipe\",\"trafficRatio\":1,\"salt\":\"swipe\",\"createdAtUtc\":1625090943.16,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"serp_swap_at_ten\":{\"id\":111,\"key\":\"serp_swap_at_ten\",\"trafficRatio\":0,\"salt\":\"serp_swap_at_ten\",\"createdAtUtc\":1596042465.893,\"createdByUser\":17800,\"durationType\":{\"id\":\"Temporary\"}},\"resized_figures\":{\"id\":158,\"key\":\"resized_figures\",\"trafficRatio\":1,\"salt\":\"resized_figures\",\"createdAtUtc\":1603222658.024,\"createdByUser\":275432,\"durationType\":{\"id\":\"Temporary\"}},\"polyfill_loader\":{\"id\":69,\"key\":\"polyfill_loader\",\"trafficRatio\":0,\"salt\":\"polyfill_loader\",\"createdAtUtc\":1584991814.068,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"google_tag_manager\":{\"id\":275,\"key\":\"google_tag_manager\",\"trafficRatio\":1,\"salt\":\"google_tag_manager\",\"createdAtUtc\":1684515100.103,\"createdByUser\":104960,\"durationType\":{\"id\":\"Permanent\"}},\"related_papers_search_cluster\":{\"id\":176,\"key\":\"related_papers_search_cluster\",\"trafficRatio\":0,\"salt\":\"related_papers_search_cluster\",\"createdAtUtc\":1607970194.289,\"createdByUser\":279810,\"durationType\":{\"id\":\"Temporary\"}},\"hubspot\":{\"id\":277,\"key\":\"hubspot\",\"trafficRatio\":1,\"salt\":\"hubspot\",\"createdAtUtc\":1684515107.536,\"createdByUser\":104960,\"durationType\":{\"id\":\"Permanent\"}},\"author_recommendations\":{\"id\":51,\"key\":\"author_recommendations\",\"trafficRatio\":1,\"salt\":\"author_recommendations\",\"createdAtUtc\":1583187352.407,\"createdByUser\":13508,\"durationType\":{\"id\":\"Temporary\"}},\"corona_homepage_ad_dataset\":{\"id\":76,\"key\":\"corona_homepage_ad_dataset\",\"trafficRatio\":0,\"salt\":\"corona_homepage_ad_dataset\",\"createdAtUtc\":1587777572.64,\"createdByUser\":122010,\"durationType\":{\"id\":\"Temporary\"}},\"citation_style_preference\":{\"id\":285,\"key\":\"citation_style_preference\",\"trafficRatio\":1,\"salt\":\"citation_style_preference\",\"createdAtUtc\":1691017029.244,\"createdByUser\":6810356,\"durationType\":{\"id\":\"Temporary\"}},\"swipe_proto\":{\"id\":189,\"key\":\"swipe_proto\",\"trafficRatio\":0,\"salt\":\"swipe_proto\",\"createdAtUtc\":1626463143.886,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"paper_labs\":{\"id\":387,\"key\":\"paper_labs\",\"trafficRatio\":1,\"salt\":\"paper_labs\",\"createdAtUtc\":1719272026.708,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"shared_paper_row\":{\"id\":139,\"key\":\"shared_paper_row\",\"trafficRatio\":1,\"salt\":\"shared_paper_row\",\"createdAtUtc\":1598900554.884,\"createdByUser\":296941,\"durationType\":{\"id\":\"Temporary\"}},\"author_profile_picture\":{\"id\":301,\"key\":\"author_profile_picture\",\"trafficRatio\":1,\"salt\":\"author_profile_picture\",\"createdAtUtc\":1694538971.347,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"layover_rico\":{\"id\":14,\"key\":\"layover_rico\",\"trafficRatio\":1,\"salt\":\"layover_rico\",\"createdAtUtc\":1575306690.596,\"createdByUser\":275432,\"durationType\":{\"id\":\"Temporary\"}},\"author_claim_on_pdp\":{\"id\":107,\"key\":\"author_claim_on_pdp\",\"trafficRatio\":1,\"salt\":\"author_claim_on_pdp\",\"createdAtUtc\":1595008074.767,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"pdp_reference_filterbar\":{\"id\":270,\"key\":\"pdp_reference_filterbar\",\"trafficRatio\":1,\"salt\":\"pdp_reference_filterbar\",\"createdAtUtc\":1682019164.465,\"createdByUser\":4758209,\"durationType\":{\"id\":\"Temporary\"}},\"log_heap_landmarks\":{\"id\":233,\"key\":\"log_heap_landmarks\",\"trafficRatio\":0.01,\"salt\":\"log_heap_landmarks\",\"createdAtUtc\":1670355433.564,\"createdByUser\":104960,\"durationType\":{\"id\":\"Permanent\"}},\"corona_redirect_to_cord19\":{\"id\":195,\"key\":\"corona_redirect_to_cord19\",\"trafficRatio\":0,\"salt\":\"corona_redirect_to_cord19\",\"createdAtUtc\":1628616403.752,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"corona_homepage_ad_feed\":{\"id\":61,\"key\":\"corona_homepage_ad_feed\",\"trafficRatio\":1,\"salt\":\"corona_homepage_ad_feed\",\"createdAtUtc\":1584123956.584,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"locked_contact_emails\":{\"id\":73,\"key\":\"locked_contact_emails\",\"trafficRatio\":0,\"salt\":\"locked_contact_emails\",\"createdAtUtc\":1586469770.645,\"createdByUser\":122010,\"durationType\":{\"id\":\"Temporary\"}},\"author_claim_email_opt_in\":{\"id\":74,\"key\":\"author_claim_email_opt_in\",\"trafficRatio\":1,\"salt\":\"author_claim_email_opt_in\",\"createdAtUtc\":1586981288.135,\"createdByUser\":296941,\"durationType\":{\"id\":\"Temporary\"}},\"account_management\":{\"id\":93,\"key\":\"account_management\",\"trafficRatio\":1,\"salt\":\"account_management\",\"createdAtUtc\":1593450496.562,\"createdByUser\":279810,\"durationType\":{\"id\":\"Temporary\"}},\"login_demographics_modal\":{\"id\":249,\"key\":\"login_demographics_modal\",\"trafficRatio\":1,\"salt\":\"login_demographics_modal\",\"createdAtUtc\":1680645043.113,\"createdByUser\":279810,\"durationType\":{\"id\":\"Permanent\"}},\"homepage_ads\":{\"id\":261,\"key\":\"homepage_ads\",\"trafficRatio\":1,\"salt\":\"homepage_ads\",\"createdAtUtc\":1680822124.834,\"createdByUser\":279810,\"durationType\":{\"id\":\"Permanent\"}},\"paper_qa_is_test\":{\"id\":373,\"key\":\"paper_qa_is_test\",\"trafficRatio\":0.5,\"salt\":\"paper_qa_is_test\",\"createdAtUtc\":1706654201.146,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"mobile_alerts\":{\"id\":92,\"key\":\"mobile_alerts\",\"trafficRatio\":1,\"salt\":\"mobile_alerts\",\"createdAtUtc\":1593450441.593,\"createdByUser\":279810,\"durationType\":{\"id\":\"Temporary\"}},\"all_papers_folders\":{\"id\":235,\"key\":\"all_papers_folders\",\"trafficRatio\":1,\"salt\":\"all_papers_folders\",\"createdAtUtc\":1673977593.126,\"createdByUser\":418650,\"durationType\":{\"id\":\"Temporary\"}},\"paper_labs_card\":{\"id\":381,\"key\":\"paper_labs_card\",\"trafficRatio\":0,\"salt\":\"paper_labs_card\",\"createdAtUtc\":1712090374.748,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"research_prototypes\":{\"id\":369,\"key\":\"research_prototypes\",\"trafficRatio\":1,\"salt\":\"research_prototypes\",\"createdAtUtc\":1704476670.05,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"login_credentials_form\":{\"id\":39,\"key\":\"login_credentials_form\",\"trafficRatio\":1,\"salt\":\"login_credentials_form\",\"createdAtUtc\":1582052535.665,\"createdByUser\":243672,\"durationType\":{\"id\":\"Temporary\"}},\"export\":{\"id\":197,\"key\":\"export\",\"trafficRatio\":1,\"salt\":\"export\",\"createdAtUtc\":1630609585.167,\"createdByUser\":1405553,\"durationType\":{\"id\":\"Temporary\"}},\"web_app_capable_meta_tag\":{\"id\":278,\"key\":\"web_app_capable_meta_tag\",\"trafficRatio\":0,\"salt\":\"web_app_capable_meta_tag\",\"createdAtUtc\":1684515122.818,\"createdByUser\":104960,\"durationType\":{\"id\":\"Permanent\"}},\"graphql_proxy\":{\"id\":395,\"key\":\"graphql_proxy\",\"trafficRatio\":0,\"salt\":\"graphql_proxy\",\"createdAtUtc\":1726082575.242,\"createdByUser\":5079970,\"durationType\":{\"id\":\"Permanent\"}},\"homepage_ad_public_api\":{\"id\":193,\"key\":\"homepage_ad_public_api\",\"trafficRatio\":1,\"salt\":\"homepage_ad_public_api\",\"createdAtUtc\":1628616385.6,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"reader_skimming\":{\"id\":289,\"key\":\"reader_skimming\",\"trafficRatio\":0,\"salt\":\"reader_skimming\",\"createdAtUtc\":1693934432.639,\"createdByUser\":1456296,\"durationType\":{\"id\":\"Temporary\"}},\"log_dispatches\":{\"id\":247,\"key\":\"log_dispatches\",\"trafficRatio\":0,\"salt\":\"log_dispatches\",\"createdAtUtc\":1680645040.075,\"createdByUser\":279810,\"durationType\":{\"id\":\"Permanent\"}},\"open_athens_login\":{\"id\":22,\"key\":\"open_athens_login\",\"trafficRatio\":1,\"salt\":\"open_athens_login\",\"createdAtUtc\":1579030258.923,\"createdByUser\":122010,\"durationType\":{\"id\":\"Temporary\"}},\"hubspot_newsletter_form\":{\"id\":243,\"key\":\"hubspot_newsletter_form\",\"trafficRatio\":1,\"salt\":\"hubspot_newsletter_form\",\"createdAtUtc\":1680644998.442,\"createdByUser\":279810,\"durationType\":{\"id\":\"Permanent\"}},\"library_with_folders\":{\"id\":182,\"key\":\"library_with_folders\",\"trafficRatio\":1,\"salt\":\"library_with_folders\",\"createdAtUtc\":1623276670.072,\"createdByUser\":279810,\"durationType\":{\"id\":\"Temporary\"}},\"ahp_search\":{\"id\":136,\"key\":\"ahp_search\",\"trafficRatio\":1,\"salt\":\"ahp_search\",\"createdAtUtc\":1598641315.546,\"createdByUser\":418650,\"durationType\":{\"id\":\"Temporary\"}},\"pdp_use_dynamo\":{\"id\":108,\"key\":\"pdp_use_dynamo\",\"trafficRatio\":1,\"salt\":\"pdp_use_dynamo\",\"createdAtUtc\":1595265292.527,\"createdByUser\":275432,\"durationType\":{\"id\":\"Temporary\"}},\"paper_qa_pairwise\":{\"id\":383,\"key\":\"paper_qa_pairwise\",\"trafficRatio\":1,\"salt\":\"paper_qa_pairwise\",\"createdAtUtc\":1718316251.201,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"term_understanding\":{\"id\":307,\"key\":\"term_understanding\",\"trafficRatio\":1,\"salt\":\"term_understanding\",\"createdAtUtc\":1699479665.13,\"createdByUser\":5515660,\"durationType\":{\"id\":\"Temporary\"}},\"related_papers_paper_card\":{\"id\":147,\"key\":\"related_papers_paper_card\",\"trafficRatio\":1,\"salt\":\"related_papers_paper_card\",\"createdAtUtc\":1600119003.909,\"createdByUser\":296941,\"durationType\":{\"id\":\"Temporary\"}},\"author_add_papers_index_requests\":{\"id\":78,\"key\":\"author_add_papers_index_requests\",\"trafficRatio\":1,\"salt\":\"author_add_papers_index_requests\",\"createdAtUtc\":1588025862.935,\"durationType\":{\"id\":\"Temporary\"}},\"ahp_influence_v2\":{\"id\":226,\"key\":\"ahp_influence_v2\",\"trafficRatio\":1,\"salt\":\"ahp_influence_v2\",\"createdAtUtc\":1663272990.874,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"ahp_paper_suggestions\":{\"id\":157,\"key\":\"ahp_paper_suggestions\",\"trafficRatio\":1,\"salt\":\"ahp_paper_suggestions\",\"createdAtUtc\":1602875494.921,\"createdByUser\":279810,\"durationType\":{\"id\":\"Temporary\"}},\"account_contact_section\":{\"id\":35,\"key\":\"account_contact_section\",\"trafficRatio\":1,\"salt\":\"account_contact_section\",\"createdAtUtc\":1581109015.471,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"pdf_note_taking\":{\"id\":377,\"key\":\"pdf_note_taking\",\"trafficRatio\":0,\"salt\":\"pdf_note_taking\",\"createdAtUtc\":1706727048.428,\"createdByUser\":5515660,\"durationType\":{\"id\":\"Permanent\"}},\"pdf_reader\":{\"id\":217,\"key\":\"pdf_reader\",\"trafficRatio\":1,\"salt\":\"pdf_reader\",\"createdAtUtc\":1650997593.84,\"createdByUser\":122010,\"durationType\":{\"id\":\"Temporary\"}},\"library_recommendations\":{\"id\":206,\"key\":\"library_recommendations\",\"trafficRatio\":1,\"salt\":\"library_recommendations\",\"createdAtUtc\":1634156023.125,\"createdByUser\":279810,\"durationType\":{\"id\":\"Temporary\"}},\"cognito_login_by_email\":{\"id\":40,\"key\":\"cognito_login_by_email\",\"trafficRatio\":1,\"salt\":\"cognito_login_by_email\",\"createdAtUtc\":1582052543.402,\"createdByUser\":243672,\"durationType\":{\"id\":\"Temporary\"}},\"ahp_pronouns\":{\"id\":212,\"key\":\"ahp_pronouns\",\"trafficRatio\":1,\"salt\":\"ahp_pronouns\",\"createdAtUtc\":1643327352.281,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"ahp_author_recs\":{\"id\":228,\"key\":\"ahp_author_recs\",\"trafficRatio\":1,\"salt\":\"ahp_author_recs\",\"createdAtUtc\":1664924105.792,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"author_claim_ad\":{\"id\":126,\"key\":\"author_claim_ad\",\"trafficRatio\":0,\"salt\":\"author_claim_ad\",\"createdAtUtc\":1598031072.916,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"tldrs_v2\":{\"id\":188,\"key\":\"tldrs_v2\",\"trafficRatio\":1,\"salt\":\"tldrs_v2\",\"createdAtUtc\":1625604310.204,\"createdByUser\":13508,\"durationType\":{\"id\":\"Temporary\"}},\"serp_swap\":{\"id\":9,\"key\":\"serp_swap\",\"trafficRatio\":0,\"salt\":\"serp_swap\",\"createdAtUtc\":1574101469.563,\"createdByUser\":13508,\"durationType\":{\"id\":\"Temporary\"}},\"ahp_search_mobile\":{\"id\":149,\"key\":\"ahp_search_mobile\",\"trafficRatio\":1,\"salt\":\"ahp_search_mobile\",\"createdAtUtc\":1600377103.296,\"createdByUser\":279810,\"durationType\":{\"id\":\"Temporary\"}},\"paper_qa_exp\":{\"id\":378,\"key\":\"paper_qa_exp\",\"trafficRatio\":0,\"salt\":\"paper_qa_exp\",\"createdAtUtc\":1708731195.839,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"citations_swap\":{\"id\":71,\"key\":\"citations_swap\",\"trafficRatio\":0,\"salt\":\"citations_swap\",\"createdAtUtc\":1585594181.26,\"createdByUser\":13508,\"durationType\":{\"id\":\"Temporary\"}},\"copyright_banner\":{\"id\":21,\"key\":\"copyright_banner\",\"trafficRatio\":1,\"salt\":\"copyright_banner\",\"createdAtUtc\":1578360142.639,\"createdByUser\":122010,\"durationType\":{\"id\":\"Temporary\"}},\"arr_v2\":{\"id\":179,\"key\":\"arr_v2\",\"trafficRatio\":1,\"salt\":\"arr_v2\",\"createdAtUtc\":1617728520.021,\"createdByUser\":296941,\"durationType\":{\"id\":\"Temporary\"}},\"homepage_ad_browser_ext\":{\"id\":192,\"key\":\"homepage_ad_browser_ext\",\"trafficRatio\":0,\"salt\":\"homepage_ad_browser_ext\",\"createdAtUtc\":1628616378.618,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"research_ftue\":{\"id\":205,\"key\":\"research_ftue\",\"trafficRatio\":1,\"salt\":\"research_ftue\",\"createdAtUtc\":1634156013.789,\"createdByUser\":279810,\"durationType\":{\"id\":\"Temporary\"}},\"homepage_ad_semantic_reader\":{\"id\":184,\"key\":\"homepage_ad_semantic_reader\",\"trafficRatio\":1,\"salt\":\"homepage_ad_semantic_reader\",\"createdAtUtc\":1623777923.186,\"createdByUser\":418650,\"durationType\":{\"id\":\"Temporary\"}},\"reader_legacy\":{\"id\":227,\"key\":\"reader_legacy\",\"trafficRatio\":0,\"salt\":\"reader_legacy\",\"createdAtUtc\":1663351488.313,\"createdByUser\":1405553,\"durationType\":{\"id\":\"Temporary\"}},\"use_fallback_search_reranker_service\":{\"id\":121,\"key\":\"use_fallback_search_reranker_service\",\"trafficRatio\":0,\"salt\":\"use_fallback_search_reranker_service\",\"createdAtUtc\":1596726537.779,\"durationType\":{\"id\":\"Temporary\"}},\"pdp_citation_suggestions\":{\"id\":156,\"key\":\"pdp_citation_suggestions\",\"trafficRatio\":1,\"salt\":\"pdp_citation_suggestions\",\"createdAtUtc\":1602114025.467,\"createdByUser\":279810,\"durationType\":{\"id\":\"Temporary\"}},\"satisfaction_survey\":{\"id\":255,\"key\":\"satisfaction_survey\",\"trafficRatio\":0,\"salt\":\"satisfaction_survey\",\"createdAtUtc\":1680645088.121,\"createdByUser\":279810,\"durationType\":{\"id\":\"Permanent\"}},\"faq_contentful\":{\"id\":17,\"key\":\"faq_contentful\",\"trafficRatio\":1,\"salt\":\"faq_contentful\",\"createdAtUtc\":1576263418.926,\"createdByUser\":122010,\"durationType\":{\"id\":\"Temporary\"}},\"research_homepage\":{\"id\":175,\"key\":\"research_homepage\",\"trafficRatio\":1,\"salt\":\"research_homepage\",\"createdAtUtc\":1607463015.533,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"venues_page\":{\"id\":356,\"key\":\"venues_page\",\"trafficRatio\":1,\"salt\":\"venues_page\",\"createdAtUtc\":1700614367.568,\"createdByUser\":7382062,\"durationType\":{\"id\":\"Temporary\"}},\"corona_homepage_ad\":{\"id\":62,\"key\":\"corona_homepage_ad\",\"trafficRatio\":1,\"salt\":\"corona_homepage_ad\",\"createdAtUtc\":1584123961.411,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"feed_alerts\":{\"id\":82,\"key\":\"feed_alerts\",\"trafficRatio\":1,\"salt\":\"feed_alerts\",\"createdAtUtc\":1590623880.712,\"createdByUser\":279810,\"durationType\":{\"id\":\"Temporary\"}},\"heap\":{\"id\":389,\"key\":\"heap\",\"trafficRatio\":0,\"salt\":\"heap\",\"createdAtUtc\":1722895763.078,\"createdByUser\":5515660,\"durationType\":{\"id\":\"Permanent\"}},\"supp_ai_homepage_link\":{\"id\":60,\"key\":\"supp_ai_homepage_link\",\"trafficRatio\":0,\"salt\":\"supp_ai_homepage_link\",\"createdAtUtc\":1584121459.792,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"homepage_ad_tldr\":{\"id\":194,\"key\":\"homepage_ad_tldr\",\"trafficRatio\":0,\"salt\":\"homepage_ad_tldr\",\"createdAtUtc\":1628616388.619,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"adaptive_feed\":{\"id\":52,\"key\":\"adaptive_feed\",\"trafficRatio\":1,\"salt\":\"adaptive_feed\",\"createdAtUtc\":1583349014.496,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"corona_sample_searches\":{\"id\":155,\"key\":\"corona_sample_searches\",\"trafficRatio\":0,\"salt\":\"corona_sample_searches\",\"createdAtUtc\":1601414294.158,\"createdByUser\":243672,\"durationType\":{\"id\":\"Temporary\"}},\"ahp_sort_pref\":{\"id\":288,\"key\":\"ahp_sort_pref\",\"trafficRatio\":0,\"salt\":\"ahp_sort_pref\",\"createdAtUtc\":1693335307.595,\"createdByUser\":1545875,\"durationType\":{\"id\":\"Temporary\"}},\"google_fonts\":{\"id\":274,\"key\":\"google_fonts\",\"trafficRatio\":1,\"salt\":\"google_fonts\",\"createdAtUtc\":1684515096.092,\"createdByUser\":104960,\"durationType\":{\"id\":\"Permanent\"}},\"shareable_library\":{\"id\":279,\"key\":\"shareable_library\",\"trafficRatio\":1,\"salt\":\"shareable_library\",\"createdAtUtc\":1686871168.555,\"createdByUser\":279810,\"durationType\":{\"id\":\"Temporary\"}},\"mobile_library\":{\"id\":196,\"key\":\"mobile_library\",\"trafficRatio\":1,\"salt\":\"mobile_library\",\"createdAtUtc\":1629742897.385,\"createdByUser\":1405553,\"durationType\":{\"id\":\"Temporary\"}},\"author_stats_gql\":{\"id\":218,\"key\":\"author_stats_gql\",\"trafficRatio\":1,\"salt\":\"author_stats_gql\",\"createdAtUtc\":1659113732.302,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"pdp_citation_paper_data_from_dynamo\":{\"id\":115,\"key\":\"pdp_citation_paper_data_from_dynamo\",\"trafficRatio\":1,\"salt\":\"pdp_citation_paper_data_from_dynamo\",\"createdAtUtc\":1596492912.408,\"createdByUser\":275432,\"durationType\":{\"id\":\"Temporary\"}},\"semantic_reader\":{\"id\":181,\"key\":\"semantic_reader\",\"trafficRatio\":1,\"salt\":\"semantic_reader\",\"createdAtUtc\":1621035787.089,\"createdByUser\":418650,\"durationType\":{\"id\":\"Temporary\"}},\"feed_dual_writing\":{\"id\":177,\"key\":\"feed_dual_writing\",\"trafficRatio\":1,\"salt\":\"feed_dual_writing\",\"createdAtUtc\":1613514744.267,\"createdByUser\":279810,\"durationType\":{\"id\":\"Temporary\"}},\"layover_client\":{\"id\":260,\"key\":\"layover_client\",\"trafficRatio\":1,\"salt\":\"layover_client\",\"createdAtUtc\":1680654518.259,\"createdByUser\":104960,\"durationType\":{\"id\":\"Permanent\"}},\"suggested_searches_from_campaign\":{\"id\":122,\"key\":\"suggested_searches_from_campaign\",\"trafficRatio\":1,\"salt\":\"suggested_searches_from_campaign\",\"createdAtUtc\":1596752591.76,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"paper_qa\":{\"id\":370,\"key\":\"paper_qa\",\"trafficRatio\":1,\"salt\":\"paper_qa\",\"createdAtUtc\":1704476689.593,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"reader_skimming_v2\":{\"id\":294,\"key\":\"reader_skimming_v2\",\"trafficRatio\":1,\"salt\":\"reader_skimming_v2\",\"createdAtUtc\":1694110380.318,\"createdByUser\":1456296,\"durationType\":{\"id\":\"Temporary\"}},\"research_homepage_survey\":{\"id\":174,\"key\":\"research_homepage_survey\",\"trafficRatio\":1,\"salt\":\"research_homepage_survey\",\"createdAtUtc\":1607463007.332,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"mobile_account_nav\":{\"id\":91,\"key\":\"mobile_account_nav\",\"trafficRatio\":1,\"salt\":\"mobile_account_nav\",\"createdAtUtc\":1593450438.458,\"createdByUser\":279810,\"durationType\":{\"id\":\"Temporary\"}},\"emergency_banner\":{\"id\":95,\"key\":\"emergency_banner\",\"trafficRatio\":0,\"salt\":\"emergency_banner\",\"createdAtUtc\":1593723640.219,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"feed_alerts_dual_writing\":{\"id\":199,\"key\":\"feed_alerts_dual_writing\",\"trafficRatio\":1,\"salt\":\"feed_alerts_dual_writing\",\"createdAtUtc\":1632334769.442,\"createdByUser\":279810,\"durationType\":{\"id\":\"Temporary\"}},\"corona_homepage_link\":{\"id\":65,\"key\":\"corona_homepage_link\",\"trafficRatio\":0,\"salt\":\"corona_homepage_link\",\"createdAtUtc\":1584381720.95,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"validate_user_images\":{\"id\":281,\"key\":\"validate_user_images\",\"trafficRatio\":1,\"salt\":\"validate_user_images\",\"createdAtUtc\":1687538380.025,\"createdByUser\":104960,\"durationType\":{\"id\":\"Temporary\"}},\"similar_papers_pdp\":{\"id\":257,\"key\":\"similar_papers_pdp\",\"trafficRatio\":1,\"salt\":\"similar_papers_pdp\",\"createdAtUtc\":1680645103.763,\"createdByUser\":279810,\"durationType\":{\"id\":\"Permanent\"}},\"author_h_index\":{\"id\":64,\"key\":\"author_h_index\",\"trafficRatio\":1,\"salt\":\"author_h_index\",\"createdAtUtc\":1584381227.418,\"createdByUser\":296941,\"durationType\":{\"id\":\"Temporary\"}},\"recommender_serp_ad\":{\"id\":18,\"key\":\"recommender_serp_ad\",\"trafficRatio\":0,\"salt\":\"recommender_serp_ad\",\"createdAtUtc\":1576625639.579,\"createdByUser\":279810,\"durationType\":{\"id\":\"Temporary\"}}}"};</script> <script src="https://cdn.semanticscholar.org/fc7542c1bb17de0f/js/bundle-2019.js" type="text/javascript" async="async" defer="defer" crossorigin></script> <script src="https://cdn.semanticscholar.org/fc7542c1bb17de0f/js/bundle-2429.js" type="text/javascript" async="async" defer="defer" crossorigin></script> <script src="https://cdn.semanticscholar.org/fc7542c1bb17de0f/js/bundle-5270.js" type="text/javascript" async="async" defer="defer" crossorigin></script> <script src="https://cdn.semanticscholar.org/fc7542c1bb17de0f/js/BrowserEntry.tsx.js" type="text/javascript" async="async" defer="defer" crossorigin></script> <script>window.GOOGLE_LOGIN_CLIENT_ID = '245064204415-q7jm6climoibboisc283192rt0f2od0l.apps.googleusercontent.com';</script> </body>  </html>