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<!DOCTYPE html> <html lang="en">  <head> <title>[PDF] Zeno: Byzantine-suspicious stochastic gradient descent | Semantic Scholar</title> <meta name="robots" content="noarchive,noindex"> <link rel="canonical" href="https://www.semanticscholar.org/paper/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99"> <meta name="viewport" content="width=device-width,initial-scale=1"> <meta charset="utf-8"> <meta name="s2-ui-version" content="8c3d74bcd9b3357febf74868a2a34ed576c6fd0b"> <meta name="description" content="Zeno, a new robust aggregation rule, for distributed synchronous Stochastic Gradient Descent under a general Byzantine failure model, and uses a ranking-based preference mechanism, which proves the convergence of SGD under these scenarios. We propose Zeno, a new robust aggregation rule, for distributed synchronous Stochastic Gradient Descent~(SGD) under a general Byzantine failure model. The key idea is to suspect the workers that are potentially malicious, and use a ranking-based preference mechanism. This allows us to generalize beyond past work--in our case, the number of malicious workers can be arbitrarily large, and we use only the weakest assumption on honest workers~(at least one honest worker). We prove the convergence of SGD under these scenarios. Empirical results show that Zeno outperforms existing approaches under various attacks."> <meta name="twitter:description" content="Zeno, a new robust aggregation rule, for distributed synchronous Stochastic Gradient Descent under a general Byzantine failure model, and uses a ranking-based preference mechanism, which proves the convergence of SGD under these scenarios. We propose Zeno, a new robust aggregation rule, for distributed synchronous Stochastic Gradient Descent~(SGD) under a general Byzantine failure model. The key idea is to suspect the workers that are potentially malicious, and use a ranking-based preference mechanism. This allows us to generalize beyond past work--in our case, the number of malicious workers can be arbitrarily large, and we use only the weakest assumption on honest workers~(at least one honest worker). We prove the convergence of SGD under these scenarios. Empirical results show that Zeno outperforms existing approaches under various attacks."> <meta property="og:description" content="Zeno, a new robust aggregation rule, for distributed synchronous Stochastic Gradient Descent under a general Byzantine failure model, and uses a ranking-based preference mechanism, which proves the convergence of SGD under these scenarios. We propose Zeno, a new robust aggregation rule, for distributed synchronous Stochastic Gradient Descent~(SGD) under a general Byzantine failure model. The key idea is to suspect the workers that are potentially malicious, and use a ranking-based preference mechanism. This allows us to generalize beyond past work--in our case, the number of malicious workers can be arbitrarily large, and we use only the weakest assumption on honest workers~(at least one honest worker). We prove the convergence of SGD under these scenarios. Empirical results show that Zeno outperforms existing approaches under various attacks."> <meta name="citation_author" content="Cong Xie"> <meta name="citation_author" content="Oluwasanmi Koyejo"> <meta name="citation_author" content="Indranil Gupta"> <meta name="citation_title" content="Zeno: Byzantine-suspicious stochastic gradient descent"> <meta name="citation_publication_date" content="2018"> <meta name="citation_journal_title" content="arXiv.org"> <meta name="citation_pdf_url" content="https://arxiv.org/pdf/1805.10032.pdf"> <meta property="og:title" content="[PDF] Zeno: Byzantine-suspicious stochastic gradient descent | Semantic Scholar"> <meta name="twitter:title" content="[PDF] Zeno: Byzantine-suspicious stochastic gradient descent | 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 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We propose Zeno, a new robust aggregation rule, for distributed synchronous Stochastic Gradient Descent~(SGD) under a general Byzantine failure model. The key idea is to suspect the workers that are potentially malicious, and use a ranking-based preference mechanism. This allows us to generalize beyond past work--in our case, the number of malicious workers can be arbitrarily large, and we use only the weakest assumption on honest workers~(at least one honest worker). We prove the convergence of SGD under these scenarios. Empirical results show that Zeno outperforms existing approaches under various attacks.","author":[{"@type":"Person","name":"Cong Xie","mainEntityOfPage":"/author/Cong-Xie/144586627"},{"@type":"Person","name":"Oluwasanmi Koyejo","mainEntityOfPage":"/author/Oluwasanmi-Koyejo/143812875"},{"@type":"Person","name":"Indranil Gupta","mainEntityOfPage":"/author/Indranil-Gupta/143720373"}],"copyrightYear":"2018","datePublished":"25 May 2018","headline":"Zeno: Byzantine-suspicious stochastic gradient descent","mainEntity":"https://arxiv.org/pdf/1805.10032.pdf","mainEntityOfPage":"/paper/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99","name":"Zeno: Byzantine-suspicious stochastic gradient descent","publication":"ArXiv","publisher":{"@type":"Organization","name":"arXiv.org"},"image":[{"@type":"ImageObject","caption":"Figure 1: A toy example of the Byzantine failures in synchronous SGD. There are totally m = 7 candidate gradient estimators. The black dots represent the correct gradients, where ṽi = ∇Fi(xt), i ∈ [m− 1]. The red dot represents the Byzantine gradient, whose value is ṽm = ∇Fm(xt), where < 0 is a large negative constant. The blue dashed circle represent the expectation of the true gradient∇F (xt). Thus, the averaged gradient, which will be computed by the server, represented by the green dot, is far away from the true gradient, which is harmful to the model training.","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/3-Figure1-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/3-Figure1-1.png","height":78,"width":313},{"@type":"ImageObject","caption":"Figure 2: Top-1 accuracy of MLP on MNIST with sign-flipping attack and different hyperparameters. In all the 4 figures, γ = 0.1, ρ = γ40 , nr = 12, worker batch size is 32. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/7-Figure2-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/7-Figure2-1.png","height":330,"width":539},{"@type":"ImageObject","caption":"Table 2: MLP Summary","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/14-Table2-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/14-Table2-1.png","height":150,"width":344},{"@type":"ImageObject","caption":"Figure 3: Top-1 accuracy of MLP on MNIST with omniscient attack and different hyperparameters. In all the 4 figures, γ = 0.05, ρ = γ100 , nr = 12, worker batch size is 32. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/7-Figure3-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/7-Figure3-1.png","height":331,"width":539},{"@type":"ImageObject","caption":"Table 3: CNN Summary","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/14-Table3-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/14-Table3-1.png","height":364,"width":494},{"@type":"ImageObject","caption":"Figure 4: Top-1 accuracy of MLP on MNIST with sign-flipping attack and different hyperparameters. We use γ = 0.05, = −1. Worker batch size is 32.","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/8-Figure4-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/8-Figure4-1.png","height":249,"width":496},{"@type":"ImageObject","caption":"Figure 5: Top-1 accuracy of softmax regression on MNIST with sign-flipping attack and different hyperparameters. In all the 4 figures, γ = 0.05, ρ = γ20 , worker batch size is 32, Zeno batch size is 4. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/15-Figure5-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/15-Figure5-1.png","height":330,"width":539},{"@type":"ImageObject","caption":"Figure 6: Top-1 accuracy of softmax regression on MNIST with omniscient attack and different hyperparameters. In all the 4 figures, γ = 0.05, ρ = γ20 , worker batch size is 32, Zeno batch size is 4. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/16-Figure6-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/16-Figure6-1.png","height":331,"width":539},{"@type":"ImageObject","caption":"Figure 7: Top-1 accuracy of CNN on CIFAR-10 with sign-flipping attack and different hyperparameters. In all the 4 figures, γ = 0.005, ρ = γe−6, worker batch size is 64, Zeno batch size is nr = 64. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/16-Figure7-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/16-Figure7-1.png","height":330,"width":539},{"@type":"ImageObject","caption":"Figure 8: Top-1 accuracy of CNN on CIFAR-10 with omniscient attack and different hyperparameters. In all the 4 figures, γ = 0.005, ρ = γe−6, worker batch size is 64, Zeno batch size is nr = 64. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/17-Figure8-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/17-Figure8-1.png","height":330,"width":539},{"@type":"ImageObject","caption":"Figure 9: Top-1 accuracy of MLP on MNIST test set with sign-flipping attack and different hyperparameters. γ = 0.1, worker batch size is 32. For Zeno, ρ = γ40 , nr = 12. For Zeno with test set, ρ = γ100 , nr = 16. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/17-Figure9-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/17-Figure9-1.png","height":331,"width":539},{"@type":"ImageObject","caption":"Figure 10: Top-1 accuracy of MLP on MNIST test set with omniscient attack and different hyperparameters. γ = 0.05, worker batch size is 32. For Zeno, ρ = γ100 , nr = 12. For Zeno with test set, ρ = γ100 , nr = 16. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/18-Figure10-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/18-Figure10-1.png","height":331,"width":539},{"@type":"ImageObject","caption":"Figure 11: Top-1 accuracy of MLP on MNIST training set with sign-flipping attack and different hyperparameters. γ = 0.1, worker batch size is 32. For Zeno, ρ = γ40 , nr = 12. For Zeno with test set, ρ = γ100 , nr = 16. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/18-Figure11-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/18-Figure11-1.png","height":330,"width":539},{"@type":"ImageObject","caption":"Figure 12: Top-1 accuracy of MLP on MNIST training set with omniscient attack and different hyperparameters. γ = 0.05, worker batch size is 32. For Zeno, ρ = γ100 , nr = 12. For Zeno with test set, ρ = γ100 , nr = 16. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/19-Figure12-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/19-Figure12-1.png","height":331,"width":539}]},{"@type":"ScholarlyArticle","about":"Zeno, a new robust aggregation rule, for distributed synchronous Stochastic Gradient Descent under a general Byzantine failure model, and uses a ranking-based preference mechanism, which proves the convergence of SGD under these scenarios.","abstract":"Zeno, a new robust aggregation rule, for distributed synchronous Stochastic Gradient Descent under a general Byzantine failure model, and uses a ranking-based preference mechanism, which proves the convergence of SGD under these scenarios. We propose Zeno, a new robust aggregation rule, for distributed synchronous Stochastic Gradient Descent~(SGD) under a general Byzantine failure model. The key idea is to suspect the workers that are potentially malicious, and use a ranking-based preference mechanism. This allows us to generalize beyond past work--in our case, the number of malicious workers can be arbitrarily large, and we use only the weakest assumption on honest workers~(at least one honest worker). We prove the convergence of SGD under these scenarios. Empirical results show that Zeno outperforms existing approaches under various attacks.","author":[{"@type":"Person","name":"Cong Xie","mainEntityOfPage":"/author/Cong-Xie/144586627"},{"@type":"Person","name":"Oluwasanmi Koyejo","mainEntityOfPage":"/author/Oluwasanmi-Koyejo/143812875"},{"@type":"Person","name":"Indranil Gupta","mainEntityOfPage":"/author/Indranil-Gupta/143720373"}],"copyrightYear":"2018","datePublished":"25 May 2018","headline":"Zeno: Byzantine-suspicious stochastic gradient descent","mainEntity":"https://arxiv.org/pdf/1805.10032.pdf","mainEntityOfPage":"/paper/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99","name":"Zeno: Byzantine-suspicious stochastic gradient descent","publication":"ArXiv","publisher":{"@type":"Organization","name":"arXiv.org"},"image":[{"@type":"ImageObject","caption":"Figure 1: A toy example of the Byzantine failures in synchronous SGD. There are totally m = 7 candidate gradient estimators. The black dots represent the correct gradients, where ṽi = ∇Fi(xt), i ∈ [m− 1]. The red dot represents the Byzantine gradient, whose value is ṽm = ∇Fm(xt), where < 0 is a large negative constant. The blue dashed circle represent the expectation of the true gradient∇F (xt). Thus, the averaged gradient, which will be computed by the server, represented by the green dot, is far away from the true gradient, which is harmful to the model training.","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/3-Figure1-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/3-Figure1-1.png","height":78,"width":313},{"@type":"ImageObject","caption":"Figure 2: Top-1 accuracy of MLP on MNIST with sign-flipping attack and different hyperparameters. In all the 4 figures, γ = 0.1, ρ = γ40 , nr = 12, worker batch size is 32. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/7-Figure2-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/7-Figure2-1.png","height":330,"width":539},{"@type":"ImageObject","caption":"Table 2: MLP Summary","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/14-Table2-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/14-Table2-1.png","height":150,"width":344},{"@type":"ImageObject","caption":"Figure 3: Top-1 accuracy of MLP on MNIST with omniscient attack and different hyperparameters. In all the 4 figures, γ = 0.05, ρ = γ100 , nr = 12, worker batch size is 32. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/7-Figure3-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/7-Figure3-1.png","height":331,"width":539},{"@type":"ImageObject","caption":"Table 3: CNN Summary","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/14-Table3-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/14-Table3-1.png","height":364,"width":494},{"@type":"ImageObject","caption":"Figure 4: Top-1 accuracy of MLP on MNIST with sign-flipping attack and different hyperparameters. We use γ = 0.05, = −1. Worker batch size is 32.","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/8-Figure4-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/8-Figure4-1.png","height":249,"width":496},{"@type":"ImageObject","caption":"Figure 5: Top-1 accuracy of softmax regression on MNIST with sign-flipping attack and different hyperparameters. In all the 4 figures, γ = 0.05, ρ = γ20 , worker batch size is 32, Zeno batch size is 4. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/15-Figure5-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/15-Figure5-1.png","height":330,"width":539},{"@type":"ImageObject","caption":"Figure 6: Top-1 accuracy of softmax regression on MNIST with omniscient attack and different hyperparameters. In all the 4 figures, γ = 0.05, ρ = γ20 , worker batch size is 32, Zeno batch size is 4. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/16-Figure6-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/16-Figure6-1.png","height":331,"width":539},{"@type":"ImageObject","caption":"Figure 7: Top-1 accuracy of CNN on CIFAR-10 with sign-flipping attack and different hyperparameters. In all the 4 figures, γ = 0.005, ρ = γe−6, worker batch size is 64, Zeno batch size is nr = 64. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/16-Figure7-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/16-Figure7-1.png","height":330,"width":539},{"@type":"ImageObject","caption":"Figure 8: Top-1 accuracy of CNN on CIFAR-10 with omniscient attack and different hyperparameters. In all the 4 figures, γ = 0.005, ρ = γe−6, worker batch size is 64, Zeno batch size is nr = 64. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/17-Figure8-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/17-Figure8-1.png","height":330,"width":539},{"@type":"ImageObject","caption":"Figure 9: Top-1 accuracy of MLP on MNIST test set with sign-flipping attack and different hyperparameters. γ = 0.1, worker batch size is 32. For Zeno, ρ = γ40 , nr = 12. For Zeno with test set, ρ = γ100 , nr = 16. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/17-Figure9-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/17-Figure9-1.png","height":331,"width":539},{"@type":"ImageObject","caption":"Figure 10: Top-1 accuracy of MLP on MNIST test set with omniscient attack and different hyperparameters. γ = 0.05, worker batch size is 32. For Zeno, ρ = γ100 , nr = 12. For Zeno with test set, ρ = γ100 , nr = 16. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/18-Figure10-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/18-Figure10-1.png","height":331,"width":539},{"@type":"ImageObject","caption":"Figure 11: Top-1 accuracy of MLP on MNIST training set with sign-flipping attack and different hyperparameters. γ = 0.1, worker batch size is 32. For Zeno, ρ = γ40 , nr = 12. For Zeno with test set, ρ = γ100 , nr = 16. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/18-Figure11-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/18-Figure11-1.png","height":330,"width":539},{"@type":"ImageObject","caption":"Figure 12: Top-1 accuracy of MLP on MNIST training set with omniscient attack and different hyperparameters. γ = 0.05, worker batch size is 32. For Zeno, ρ = γ100 , nr = 12. For Zeno with test set, ρ = γ100 , nr = 16. (a,b) and (c,d) differs in q. (a,c) and (b,d) differs in .","contentUrl":"https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/19-Figure12-1.png","url":"https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/19-Figure12-1.png","height":331,"width":539}]}]]}</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 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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: 44066866</li></ul><h1 data-test-id="paper-detail-title">Zeno: Byzantine-suspicious stochastic gradient descent</h1><pre class="bibtex-citation" data-nosnippet="true">@article{Xie2018ZenoBS, title={Zeno: Byzantine-suspicious stochastic gradient descent}, author={Cong Xie and Oluwasanmi Koyejo and Indranil Gupta}, journal={ArXiv}, year={2018}, volume={abs/1805.10032}, url={https://api.semanticscholar.org/CorpusID:44066866} }</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="144586627" data-test-id="author-list"><a class="author-list__link author-list__author-name" href="/author/Cong-Xie/144586627"><span class=""><span>Cong Xie</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="143812875" data-test-id="author-list"><span aria-hidden="true">, </span><a class="author-list__link author-list__author-name" href="/author/Oluwasanmi-Koyejo/143812875"><span class=""><span>Oluwasanmi Koyejo</span></span></a></span><span data-heap-id="heap_author_list_item" data-heap-author-id="143720373" data-test-id="author-list"><span aria-hidden="true">, </span><a class="author-list__link author-list__author-name" href="/author/Indranil-Gupta/143720373"><span class=""><span>Indranil Gupta</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"><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=arXiv.org"><span class="" data-test-id="venue-metadata"><span>arXiv.org</span></span></a></span> <span data-test-id="paper-year"><span class=""><span>25 May 2018</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>Zeno, a new robust aggregation rule, for distributed synchronous Stochastic Gradient Descent under a general Byzantine failure model, and uses a ranking-based preference mechanism, which proves the convergence of SGD under these scenarios.</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" 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href="#citing-papers"><div class="scorecard-citation__title">Background Citations</div></a><span></span></div><div class="scorecard-citation__metadata-item">27</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">17</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">2</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- 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href="/paper/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/figure/0"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/250px/3-Figure1-1.png 1x,https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/500px/3-Figure1-1.png 2x" src="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/3-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/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/figure/1"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/250px/7-Figure2-1.png 1x,https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/500px/7-Figure2-1.png 2x" src="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/7-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/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/figure/2"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/250px/14-Table2-1.png 1x,https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/500px/14-Table2-1.png 2x" src="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/14-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/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/figure/3"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/250px/7-Figure3-1.png 1x,https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/500px/7-Figure3-1.png 2x" src="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/7-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/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/figure/4"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/250px/14-Table3-1.png 1x,https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/500px/14-Table3-1.png 2x" src="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/14-Table3-1.png" alt="table 3" data-test-id="figure-thumbnail-img" loading="lazy"/></div><figcaption class="figure-list__figure-caption">table 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/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/figure/5"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/250px/8-Figure4-1.png 1x,https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/500px/8-Figure4-1.png 2x" src="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/8-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/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/figure/6"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/250px/15-Figure5-1.png 1x,https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/500px/15-Figure5-1.png 2x" src="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/15-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/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/figure/7"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/250px/16-Figure6-1.png 1x,https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/500px/16-Figure6-1.png 2x" src="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/16-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><li class="figure-list__figure" data-test-id="figure-list-item"><a class="figure-list__figure_link" tabindex="0" href="/paper/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/figure/8"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/250px/16-Figure7-1.png 1x,https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/500px/16-Figure7-1.png 2x" src="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/16-Figure7-1.png" alt="figure 7" data-test-id="figure-thumbnail-img" loading="lazy"/></div><figcaption class="figure-list__figure-caption">figure 7</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/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/figure/9"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/250px/17-Figure8-1.png 1x,https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/500px/17-Figure8-1.png 2x" src="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/17-Figure8-1.png" alt="figure 8" data-test-id="figure-thumbnail-img" loading="lazy"/></div><figcaption class="figure-list__figure-caption">figure 8</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/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/figure/10"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/250px/17-Figure9-1.png 1x,https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/500px/17-Figure9-1.png 2x" src="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/17-Figure9-1.png" alt="figure 9" data-test-id="figure-thumbnail-img" loading="lazy"/></div><figcaption class="figure-list__figure-caption">figure 9</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/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/figure/11"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/250px/18-Figure10-1.png 1x,https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/500px/18-Figure10-1.png 2x" src="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/18-Figure10-1.png" alt="figure 10" data-test-id="figure-thumbnail-img" loading="lazy"/></div><figcaption class="figure-list__figure-caption">figure 10</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/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/figure/12"><figure><div class="figure-list__figure-thumb"><img class="figure-list__figure-image" srcSet="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/250px/18-Figure11-1.png 1x,https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/500px/18-Figure11-1.png 2x" src="https://figures.semanticscholar.org/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/18-Figure11-1.png" alt="figure 11" data-test-id="figure-thumbnail-img" loading="lazy"/></div><figcaption class="figure-list__figure-caption">figure 11</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/Zeno%3A-Byzantine-suspicious-stochastic-gradient-Xie-Koyejo/f21b48d62e9bbeae34d6a552fa2bafd62af25c99/figure/13"><figure><div class="figure-list__figure-thumb"><img 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class="card-content-main paper-topics__container"><a href="https://topics-beta.apps.semanticscholar.org/topic/63172278422?corpusId=44066866" 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-63172278422">Zeno<span class="screen-reader-only"> (opens in a new tab)</span></a><a href="https://topics-beta.apps.semanticscholar.org/topic/39653457216?corpusId=44066866" 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-39653457216">Stochastic Gradient Descent<span class="screen-reader-only"> (opens in a new tab)</span></a><a href="https://topics-beta.apps.semanticscholar.org/topic/37100157188?corpusId=44066866" 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-37100157188">Malicious Workers<span class="screen-reader-only"> (opens in a new tab)</span></a><a href="https://topics-beta.apps.semanticscholar.org/topic/18547273772?corpusId=44066866" 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 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data-heap-id="citation_author" data-heap-author-id="2293568463" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Tao-Liu/2293568463"><span class=""><span>Tao Liu</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2231977408" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Yuhang-Zhang/2231977408"><span class=""><span>Yuhang Zhang</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2243365949" 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/Wu-Yang/2243365949"><span class=""><span>Wu Yang</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=AAAI%20Conference%20on%20Artificial%20Intelligence">AAAI Conference on Artificial Intelligence</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>A Full Combination Backdoor Attack (FCBA) method that aggregates more combined trigger information for a more complete backdoor pattern in the global model, which is more resilient to benign updates, leading to a higher attack success rate on the test set.</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 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href="/paper/A-Robust-Classification-Framework-for-Stochastic-Chirra-Nadimpalli/0fae755e99d23801add64397be93be57e9d26912"><h3 id="paper-0fae755e99d23801add64397be93be57e9d26912" class="cl-paper-title" tabindex="" aria-describedby="">A Robust Classification Framework for Byzantine-Resilient Stochastic Gradient Descent</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="2202025349" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Shashank-Reddy-Chirra/2202025349"><span class=""><span>Shashank Reddy Chirra</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2202021639" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/K.-Nadimpalli/2202021639"><span class=""><span>K. Nadimpalli</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2109307366" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Shrisha-Rao/2109307366"><span class=""><span>Shrisha Rao</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.org">arXiv.org</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 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class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="7a584a26e15e04054c4ff16b6543ecc2bcba5fc6"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="7a584a26e15e04054c4ff16b6543ecc2bcba5fc6" data-heap-citation-type="citingPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/FedCut%3A-A-Spectral-Analysis-Framework-for-Reliable-Gu-Fan/7a584a26e15e04054c4ff16b6543ecc2bcba5fc6"><h3 id="paper-7a584a26e15e04054c4ff16b6543ecc2bcba5fc6" class="cl-paper-title" tabindex="" aria-describedby="">FedCut: A Spectral Analysis Framework for Reliable Detection of Byzantine Colluders</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="2064783785" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Hanlin-Gu/2064783785"><span class=""><span>Hanlin Gu</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2087083369" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Lixin-Fan/2087083369"><span class=""><span>Lixin Fan</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2192532889" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Xingxing-Tang/2192532889"><span class=""><span>Xingxing Tang</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2166949653" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Qiang-Yang/2166949653"><span class=""><span>Qiang Yang</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%20Transactions%20on%20Pattern%20Analysis%20and%20Machine%20Intelligence">IEEE Transactions on Pattern Analysis and Machine…</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>The proposed Byzantine colluder resilient method, i.e., FedCut, is guaranteed to converge with bounded errors, which demonstrates extremely robust model accuracy (MA) under various attacks.</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" 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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="3f3e068c77d433ee2db8850dbe431028c1c33458"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="3f3e068c77d433ee2db8850dbe431028c1c33458" data-heap-citation-type="citingPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/Secure-Distributed-Optimization-Under-Gradient-Yu-Kar/3f3e068c77d433ee2db8850dbe431028c1c33458"><h3 id="paper-3f3e068c77d433ee2db8850dbe431028c1c33458" class="cl-paper-title" tabindex="" aria-describedby="">Secure Distributed Optimization Under Gradient Attacks</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="2116619451" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Shuhua-Yu/2116619451"><span class=""><span>Shuhua Yu</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1699677" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/S.-Kar/1699677"><span class=""><span>S. Kar</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science, Mathematics</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%20Transactions%20on%20Signal%20Processing">IEEE Transactions on Signal Processing</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 distributed stochastic gradient method that combines local variance reduction and clipping (<sc>CLIP-VRG</sc) is proposed and empirically demonstrate the effectiveness of the proposed method under gradient attacks on both synthetic and real-world image classification datasets.</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="11 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/3f3e068c77d433ee2db8850dbe431028c1c33458#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>11</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/3f3e068c77d433ee2db8850dbe431028c1c33458"><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" 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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="736c89703123ff356f9732d77492373413ccc903"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="736c89703123ff356f9732d77492373413ccc903" data-heap-citation-type="citingPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/Byzantine-Resilience-With-Reputation-Scores-Regatti-Chen/736c89703123ff356f9732d77492373413ccc903"><h3 id="paper-736c89703123ff356f9732d77492373413ccc903" class="cl-paper-title" tabindex="" aria-describedby="">Byzantine Resilience With Reputation Scores</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="1387985459" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Jayanth-Reddy-Regatti/1387985459"><span class=""><span>Jayanth Reddy Regatti</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2149050671" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Hao-Chen/2149050671"><span class=""><span>Hao Chen</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2142609942" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Abhishek-Gupta/2142609942"><span class=""><span>Abhishek Gupta</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=Allerton%20Conference%20on%20Communication%2C%20Control%2C%20and%20Computing">Allerton Conference on Communication, Control…</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 introduces two novel stochastic gradient descent algorithms, ByGARS (Byzantine Gradient Aggregation using Reputation Scores) and By $\mathbf{GARS++}$ that involve computing reputation scores (of workers) using an auxiliary dataset at the server that are robust to any number of adversaries.</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/736c89703123ff356f9732d77492373413ccc903#citing-papers" 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data-heap-paper-id="8f809f2c2936157b96f989b327cf6fa5a7a5619c" data-heap-citation-type="citingPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/Byzantine-Resilient-Decentralized-Stochastic-With-Wu-Chen/8f809f2c2936157b96f989b327cf6fa5a7a5619c"><h3 id="paper-8f809f2c2936157b96f989b327cf6fa5a7a5619c" class="cl-paper-title" tabindex="" aria-describedby="">Byzantine-Resilient Decentralized Stochastic Optimization With Robust Aggregation Rules</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="2109667563" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Zhaoxian-Wu/2109667563"><span class=""><span>Zhaoxian Wu</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="143874667" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Tianyi-Chen/143874667"><span class=""><span>Tianyi Chen</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="144474120" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Qing-Ling/144474120"><span class=""><span>Qing Ling</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science, Mathematics</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%20Transactions%20on%20Signal%20Processing">IEEE Transactions on Signal Processing</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 article provides comprehensive analysis that discloses the negative effects of these two issues, and gives guidelines of designing favorable Byzantine-resilient decentralized stochastic optimization algorithms, and proposes iterative outlier scissor (IOS), an iterative filtering-based robust aggregation rule with provable performance guarantees.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button 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data-heap-citation-type="citingPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/Byzantine-Fault-Tolerance-in-Distributed-Machine-%3A-Bouhata-Hamouma/a7de59802aa5d0564bcff2cbcdb8d50ea0d5cec3"><h3 id="paper-a7de59802aa5d0564bcff2cbcdb8d50ea0d5cec3" class="cl-paper-title" tabindex="" aria-describedby="">Byzantine Fault Tolerance in Distributed Machine Learning : a Survey</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="2164170784" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Djamila-Bouhata/2164170784"><span class=""><span>Djamila Bouhata</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2649392" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Moumen-Hamouma/2649392"><span class=""><span>Moumen Hamouma</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">Journal of Experimental &amp; Theoretical…</span></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 survey of recent work surrounding BFT in DML, mainly in first-order optimization methods, especially Stochastic Gradient Descent(SGD), with a proposed classification of BFT approaches in the context of their fundamental techniques.</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="6 Citations" class="cl-paper-stats__item"><a 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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="8d21ba8b8c1e7a4bb5ec08bd2d7f6d3b36eff4b9"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="8d21ba8b8c1e7a4bb5ec08bd2d7f6d3b36eff4b9" data-heap-citation-type="citingPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/Towards-cost-effective-and-resource-aware-at-Edge-Khan-Li/8d21ba8b8c1e7a4bb5ec08bd2d7f6d3b36eff4b9"><h3 id="paper-8d21ba8b8c1e7a4bb5ec08bd2d7f6d3b36eff4b9" class="cl-paper-title" tabindex="" aria-describedby="">Towards cost-effective and resource-aware aggregation at Edge for 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="2108331554" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/A.-Khan/2108331554"><span class=""><span>A. Khan</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2139506041" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Yuze-Li/2139506041"><span class=""><span>Yuze Li</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="144776491" 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/Ali-Anwar/144776491"><span class=""><span>Ali Anwar</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=BigData%20Congress%20%5BServices%20Society%5D">BigData Congress [Services Society]</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 is the first to propose an adaptive FL aggregator at the Edge, enabling users to manage the cost and efficiency trade-off, and improves scalability by up to 4, time efficiency by 8, and costs by more than 2 compared to extant cloud-based static methodologies.</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/8d21ba8b8c1e7a4bb5ec08bd2d7f6d3b36eff4b9#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><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/8d21ba8b8c1e7a4bb5ec08bd2d7f6d3b36eff4b9"><a class="icon-button cl-paper-action__reader-button cl-paper-action__reader-button--square-corner" data-test-id="cl-paper-reader-button" 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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="0e32065cae89832134041ab5bbd34ed2fb795b85"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="0e32065cae89832134041ab5bbd34ed2fb795b85" data-heap-citation-type="citingPapers" data-heap-has-intents="false" data-test-id="citation-paper-title" href="/paper/Trusted-distributed-QoE-learning-model-based-on-Li-Wang/0e32065cae89832134041ab5bbd34ed2fb795b85"><h3 id="paper-0e32065cae89832134041ab5bbd34ed2fb795b85" class="cl-paper-title" tabindex="" aria-describedby="">Trusted distributed QoE learning model based on alliance reputation chain</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="2155222959" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Yafei-Li/2155222959"><span class=""><span>Yafei Li</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2326425" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Ziteng-Wang/2326425"><span class=""><span>Ziteng Wang</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2153682565" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Yi-Li/2153682565"><span class=""><span>Yi Li</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2153678938" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Li-Fang/2153678938"><span class=""><span>Li Fang</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">Other Conferences</span></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 a distributed learning framework based on the alliance chain, and uses a reputation mechanism to adjust the weight of each participant’s local parameters in the model aggregation process, so as to resist single points of failure, sybil attacks and collusion attacks, and improve the credibility of the system.</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 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class="cl-paper-controls__expanded-content"></div></div><div class="cl-paper-row citation-list__paper-row" data-paper-id="92d590e7c0f2318e6e00be3c409ed3d5fe42587b"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="92d590e7c0f2318e6e00be3c409ed3d5fe42587b" data-heap-citation-type="citingPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/Utilizing-Redundancy-in-Cost-Functions-for-in-and-Liu-Gupta/92d590e7c0f2318e6e00be3c409ed3d5fe42587b"><h3 id="paper-92d590e7c0f2318e6e00be3c409ed3d5fe42587b" class="cl-paper-title" tabindex="" aria-describedby="">Utilizing Redundancy in Cost Functions for Resilience in Distributed Optimization and Learning</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="2130361960" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Shuo-Liu/2130361960"><span class=""><span>Shuo Liu</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="7639794" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Nirupam-Gupta/7639794"><span class=""><span>Nirupam Gupta</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="119992855" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/N.-Vaidya/119992855"><span class=""><span>N. Vaidya</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.org">arXiv.org</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>A proposed redundancy model is proposed by proposing a way to model the agents’ cost functions by the generic notion of (f, r; )-redundancy where f and r are the parameters of Byzantine failures and asynchrony, respectively, and characterizes the closeness between agents' cost functions.</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 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data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Cong-Xie/144586627"><span class=""><span>Cong Xie</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="143812875" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Oluwasanmi-Koyejo/143812875"><span class=""><span>Oluwasanmi Koyejo</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="143720373" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Indranil-Gupta/143720373"><span class=""><span>Indranil Gupta</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science, Mathematics</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>2018</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>Three new robust aggregation rules for distributed synchronous Stochastic Gradient Descent~(SGD) under a general Byzantine failure model are proposed and proved the Byzantine resilience properties of these aggregation rules.</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="231 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/b8167db77296f9557328f0fb6d7fe3c044d1043a#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 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class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="9583ac53a19cdf0db81fef6eb0b63e66adbe2324" data-heap-citation-type="citedPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/Machine-Learning-with-Adversaries%3A-Byzantine-Blanchard-Mhamdi/9583ac53a19cdf0db81fef6eb0b63e66adbe2324"><h3 id="paper-9583ac53a19cdf0db81fef6eb0b63e66adbe2324" class="cl-paper-title" tabindex="" aria-describedby="">Machine Learning with Adversaries: Byzantine Tolerant Gradient Descent</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="3094352" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Peva-Blanchard/3094352"><span class=""><span>Peva Blanchard</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="9623412" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/El-Mahdi-El-Mhamdi/9623412"><span class=""><span>El Mahdi El Mhamdi</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1727558" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/R.-Guerraoui/1727558"><span class=""><span>R. Guerraoui</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1718150" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/J.-Stainer/1718150"><span class=""><span>J. Stainer</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=NIPS">NIPS</a></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2017</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>Krum is proposed, an aggregation rule that satisfies the resilience property of the aggregation rule capturing the basic requirements to guarantee convergence despite f Byzantine workers, which is argued to be the first provably Byzantine-resilient algorithm for distributed SGD.</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="1,485 Citations" class="cl-paper-stats__item"><a aria-label="Visit 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data-heap-paper-id="c50dd85bac4e6c5aba5b4015c10b725b851c072f" data-heap-citation-type="citedPapers" data-heap-has-intents="false" data-test-id="citation-paper-title" href="/paper/Asynchronous-Byzantine-Machine-Learning-Damaskinos-Mhamdi/c50dd85bac4e6c5aba5b4015c10b725b851c072f"><h3 id="paper-c50dd85bac4e6c5aba5b4015c10b725b851c072f" class="cl-paper-title" tabindex="" aria-describedby="">Asynchronous Byzantine Machine Learning</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="11008382" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Georgios-Damaskinos/11008382"><span class=""><span>Georgios Damaskinos</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="9623412" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/El-Mahdi-El-Mhamdi/9623412"><span class=""><span>El Mahdi El Mhamdi</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1727558" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/R.-Guerraoui/1727558"><span class=""><span>R. Guerraoui</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="40051618" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Rhicheek-Patra/40051618"><span class=""><span>Rhicheek Patra</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="3035974" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Mahsa-Taziki/3035974"><span class=""><span>Mahsa Taziki</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>2018</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>Kardam is introduced, the first distributed asynchronous stochastic gradient descent algorithm that copes with Byzantine workers and guarantees almost sure convergence in the presence of asynchrony and Byzantine behavior, and its convergence rate is derived.</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button cl-button--no-arrow-divider 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data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/Byzantine-Robust-Distributed-Learning%3A-Towards-Yin-Chen/5ad1cfdc40f58c5ee078496312798f784fc80801"><h3 id="paper-5ad1cfdc40f58c5ee078496312798f784fc80801" class="cl-paper-title" tabindex="" aria-describedby="">Byzantine-Robust Distributed Learning: Towards Optimal Statistical Rates</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="50559902" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Dong-Yin/50559902"><span class=""><span>Dong Yin</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="51310474" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Yudong-Chen/51310474"><span class=""><span>Yudong Chen</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="144161012" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/K.-Ramchandran/144161012"><span class=""><span>K. Ramchandran</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1745169" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/P.-Bartlett/1745169"><span class=""><span>P. Bartlett</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>2018</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 main result of this work is a sharp analysis of two robust distributed gradient descent algorithms based on median and trimmed mean operations, respectively, which are shown to achieve order-optimal statistical error rates for strongly convex losses.</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="1,252 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" 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notranslate cl-paper-authors__author-box__with-background" href="/author/Yudong-Chen/51310474"><span class=""><span>Yudong Chen</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2255869" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Lili-Su/2255869"><span class=""><span>Lili Su</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="47883294" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Jiaming-Xu/47883294"><span class=""><span>Jiaming Xu</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">Abstracts of the 2018 ACM International…</span></div><li class="cl-paper__bulleted-row__item"><span class="cl-paper-pubdates"><span>2018</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 a simple variant of the classical gradient descent method and proves that the aggregated gradient, as a function of model parameter, converges uniformly to the true gradient function.</span></span><button aria-label="Expand 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data-test-id="citation-paper-title" href="/paper/The-Hidden-Vulnerability-of-Distributed-Learning-in-Mhamdi-Guerraoui/81af3058f2df78be332f50ea3813be5aa1f02f58"><h3 id="paper-81af3058f2df78be332f50ea3813be5aa1f02f58" class="cl-paper-title" tabindex="" aria-describedby="">The Hidden Vulnerability of Distributed Learning in Byzantium</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="9623412" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/El-Mahdi-El-Mhamdi/9623412"><span class=""><span>El Mahdi El Mhamdi</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1727558" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/R.-Guerraoui/1727558"><span class=""><span>R. Guerraoui</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="36055256" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/S%C3%A9bastien-Rouault/36055256"><span class=""><span>Sébastien Rouault</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>2018</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 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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="649 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/81af3058f2df78be332f50ea3813be5aa1f02f58#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>649</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/81af3058f2df78be332f50ea3813be5aa1f02f58"><a class="icon-button 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aria-describedby="">Byzantine Stochastic Gradient Descent</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="3311387" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Dan-Alistarh/3311387"><span class=""><span>Dan Alistarh</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1388725932" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Zeyuan-Allen-Zhu/1388725932"><span class=""><span>Zeyuan Allen-Zhu</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="46276596" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/J.-Li/46276596"><span class=""><span>J. Li</span></span></a></span></span><div class="cl-paper__bulleted-row__item"><span class="cl-paper-fos">Computer Science, Mathematics</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>2018</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 variant of stochastic gradient descent (SGD) which finds $\varepsilon$-approximate minimizers of convex functions in $T = O(\tilde{O}\big)$ iterations, which is information-theoretically optimal both in terms of sampling complexity and time complexity.</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="279 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" 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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="66568b699907f8df8d4dfe48ab0d1da92ac7c5cc"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="66568b699907f8df8d4dfe48ab0d1da92ac7c5cc" data-heap-citation-type="citedPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/Distributed-Robust-Learning-Feng-Xu/66568b699907f8df8d4dfe48ab0d1da92ac7c5cc"><h3 id="paper-66568b699907f8df8d4dfe48ab0d1da92ac7c5cc" class="cl-paper-title" tabindex="" aria-describedby="">Distributed Robust Learning</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><span data-heap-id="citation_author" data-heap-author-id="33221685" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Jiashi-Feng/33221685"><span class=""><span>Jiashi Feng</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="143719795" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Huan-Xu/143719795"><span class=""><span>Huan Xu</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1712535" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Shie-Mannor/1712535"><span class=""><span>Shie Mannor</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>2014</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 robustness property of DRL is analyzed, showing that DRL not only preserves the robustness of the base robust learning method, but also tolerates contaminations on a constant fraction of results from computing nodes (node failures).</span></span><button aria-label="Expand truncated text" type="submit" class="cl-button 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href="/author/H.-B.-McMahan/145057514"><span class=""><span>H. B. McMahan</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1815972" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Felix-X.-Yu/1815972"><span class=""><span>Felix X. Yu</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2662221" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Peter-Richt%C3%A1rik/2662221"><span class=""><span>Peter Richtárik</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="9486035" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/A.-Suresh/9486035"><span class=""><span>A. Suresh</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="36577444" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/D.-Bacon/36577444"><span class=""><span>D. Bacon</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>2016</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>Two ways to reduce the uplink communication costs are proposed: structured updates, where the user directly learns an update from a restricted space parametrized using a smaller number of variables, e.g. either low-rank or a random mask; and sketched updates, which learn a full model update and then compress it using a combination of quantization, random rotations, and subsampling.</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="4,262 Citations" class="cl-paper-stats__item"><a aria-label="Visit citations for this paper" href="/paper/7fcb90f68529cbfab49f471b54719ded7528d0ef#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>4,262</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/7fcb90f68529cbfab49f471b54719ded7528d0ef"><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="561269a24f2f2a06409109723a8ab93a01696efc"><a class="link-button--show-visited" data-heap-id="citation_title" data-heap-paper-id="561269a24f2f2a06409109723a8ab93a01696efc" data-heap-citation-type="citedPapers" data-heap-has-intents="true" data-test-id="citation-paper-title" href="/paper/Federated-Optimization%3A-Distributed-Machine-for-Konecn%C3%BD-McMahan/561269a24f2f2a06409109723a8ab93a01696efc"><h3 id="paper-561269a24f2f2a06409109723a8ab93a01696efc" class="cl-paper-title" tabindex="" aria-describedby="">Federated Optimization: Distributed Machine Learning for On-Device Intelligence</h3></a><ul class="cl-paper__bulleted-row"><span class="cl-paper-authors"><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="145057514" data-test-id="author-list"><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. 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McMahan</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="1878835" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Daniel-Ramage/1878835"><span class=""><span>Daniel Ramage</span></span></a></span><span data-heap-id="citation_author" data-heap-author-id="2662221" data-test-id="author-list"><a class="cl-paper-authors__author-box notranslate cl-paper-authors__author-box__with-background" href="/author/Peter-Richt%C3%A1rik/2662221"><span class=""><span>Peter Richtárik</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>2016</span></span></li></ul><div class="cl-paper-abstract"><span class="" data-test-id="paper-abstract-toggle"><span>We introduce a new and increasingly relevant setting for distributed optimization in machine learning, where the data defining the optimization are unevenly distributed over an extremely large number</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="1,759 Citations" 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