Research - Google DeepMind

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class="gdm-header-scrolling"></div> <main id="content" class=""> <div class="glue-page bookmark"> <div class="page-title"> <h1 class="page-title__title glue-headline glue-headline--headline-2">Research</h1> <div class="page-title__footer"> <p data-block-key="95wco">We work on some of the most complex and interesting challenges in AI.</p> </div> </div> <div class="section-heading"> <div class="section-heading__text"> <h2 class="section-heading__title glue-headline glue-headline--headline-3">Latest research news</h2> <p data-block-key="2gt0q">Discover our latest AI breakthroughs and updates from the lab</p> </div> <p class="section-heading__cta glue-grid__col glue-grid__col--span-4 glue-grid__col--span-12-md"> <a class="button glue-button glue-button--low-emphasis" data-gtm-tag="cta-selection" href="/discover/blog/"> <span class="button__text">View all posts</span> </a> </p> </div> <ul class="glue-grid glue-cards cards"><li class="glue-grid__col glue-grid__col--span-6 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https://lh3.googleusercontent.com/cKpWE16vpsZ21VcH-_SdGF8tQEeEMp2phWFajdBq_A7aMVS2axiXQzd7V8mlHdJm-CXVKh1IaY3yeM_lAwu_zxc6SIBdWahdN6nYoaQqUbC8uU0qoY8=w900-h510-n-nu-rw 2x" /><source type="image/webp" width="356" height="200" srcset="https://lh3.googleusercontent.com/cKpWE16vpsZ21VcH-_SdGF8tQEeEMp2phWFajdBq_A7aMVS2axiXQzd7V8mlHdJm-CXVKh1IaY3yeM_lAwu_zxc6SIBdWahdN6nYoaQqUbC8uU0qoY8=w356-h200-n-nu-rw 1x, https://lh3.googleusercontent.com/cKpWE16vpsZ21VcH-_SdGF8tQEeEMp2phWFajdBq_A7aMVS2axiXQzd7V8mlHdJm-CXVKh1IaY3yeM_lAwu_zxc6SIBdWahdN6nYoaQqUbC8uU0qoY8=w712-h400-n-nu-rw 2x" /> <img alt="" class="picture__image" height="225" role="presentation" src="https://lh3.googleusercontent.com/cKpWE16vpsZ21VcH-_SdGF8tQEeEMp2phWFajdBq_A7aMVS2axiXQzd7V8mlHdJm-CXVKh1IaY3yeM_lAwu_zxc6SIBdWahdN6nYoaQqUbC8uU0qoY8=w400-h225-n-nu" width="400"> </picture> <div class="glue-card__content"> <p class="glue-label">Research</p> <p class="glue-headline glue-headline--headline-5">Google DeepMind at NeurIPS 2024</p> <p class="glue-card__description">Advancing adaptive AI agents, empowering 3D scene creation, and innovating LLM training for a smarter, safer future</p> </div> <div class="glue-card__cta glue-card__cta--arrow glue-card__cta--multi-action"> <span class="glue-label card__publish-date"><time datetime="2024-12-05">5 December 2024</time></span> <span class="glue-button glue-button--low-emphasis"> <svg aria-hidden="true" class="glue-icon glue-icon--arrow-forward" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#arrow-forward"></use> </svg> </span> </div> </div> <gemini-border-gradient class="gemini-border card__gradient"> <div class="gemini-border__sub-border"></div> </gemini-border-gradient> </a> </li><li class="glue-grid__col glue-grid__col--span-6 glue-grid__col--span-4-lg glue-grid__col--span-4-xl"> <a class="glue-card card" data-gtm-tag="card-selection" href="/discover/blog/genie-2-a-large-scale-foundation-world-model/"> <div class="glue-card__inner"> <picture class="picture glue-card__asset"> <source media="(min-width: 1024px)" type="image/webp" width="400" height="225" srcset="https://lh3.googleusercontent.com/wvcJdqh_wddVc-WiMGgcqe7nWp7Ybu0wd-PBDxC_VUQkfxI7HPfQz3fi_HyYTOoRM_XV3Bofp9l1wBZ1CJPZPG6yZMdZxqH8X7_Lb9nhVAquAul1=w400-h225-n-nu-rw 1x, https://lh3.googleusercontent.com/wvcJdqh_wddVc-WiMGgcqe7nWp7Ybu0wd-PBDxC_VUQkfxI7HPfQz3fi_HyYTOoRM_XV3Bofp9l1wBZ1CJPZPG6yZMdZxqH8X7_Lb9nhVAquAul1=w800-h450-n-nu-rw 2x" /><source media="(min-width: 600px)" type="image/webp" width="450" height="255" srcset="https://lh3.googleusercontent.com/wvcJdqh_wddVc-WiMGgcqe7nWp7Ybu0wd-PBDxC_VUQkfxI7HPfQz3fi_HyYTOoRM_XV3Bofp9l1wBZ1CJPZPG6yZMdZxqH8X7_Lb9nhVAquAul1=w450-h255-n-nu-rw 1x, https://lh3.googleusercontent.com/wvcJdqh_wddVc-WiMGgcqe7nWp7Ybu0wd-PBDxC_VUQkfxI7HPfQz3fi_HyYTOoRM_XV3Bofp9l1wBZ1CJPZPG6yZMdZxqH8X7_Lb9nhVAquAul1=w900-h510-n-nu-rw 2x" /><source type="image/webp" width="356" height="200" srcset="https://lh3.googleusercontent.com/wvcJdqh_wddVc-WiMGgcqe7nWp7Ybu0wd-PBDxC_VUQkfxI7HPfQz3fi_HyYTOoRM_XV3Bofp9l1wBZ1CJPZPG6yZMdZxqH8X7_Lb9nhVAquAul1=w356-h200-n-nu-rw 1x, https://lh3.googleusercontent.com/wvcJdqh_wddVc-WiMGgcqe7nWp7Ybu0wd-PBDxC_VUQkfxI7HPfQz3fi_HyYTOoRM_XV3Bofp9l1wBZ1CJPZPG6yZMdZxqH8X7_Lb9nhVAquAul1=w712-h400-n-nu-rw 2x" /> <img alt="" class="picture__image" height="225" role="presentation" src="https://lh3.googleusercontent.com/wvcJdqh_wddVc-WiMGgcqe7nWp7Ybu0wd-PBDxC_VUQkfxI7HPfQz3fi_HyYTOoRM_XV3Bofp9l1wBZ1CJPZPG6yZMdZxqH8X7_Lb9nhVAquAul1=w400-h225-n-nu" width="400"> </picture> <div class="glue-card__content"> <p class="glue-label">Research</p> <p class="glue-headline glue-headline--headline-5">Genie 2: A large-scale foundation world model</p> <p class="glue-card__description">Generating unlimited diverse training environments for future general agents</p> </div> <div class="glue-card__cta glue-card__cta--arrow glue-card__cta--multi-action"> <span class="glue-label card__publish-date"><time datetime="2024-12-04">4 December 2024</time></span> <span class="glue-button glue-button--low-emphasis"> <svg aria-hidden="true" class="glue-icon glue-icon--arrow-forward" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#arrow-forward"></use> </svg> </span> </div> </div> <gemini-border-gradient class="gemini-border card__gradient"> <div class="gemini-border__sub-border"></div> </gemini-border-gradient> </a> </li><li class="glue-grid__col glue-grid__col--span-6 glue-grid__col--span-4-lg glue-grid__col--span-4-xl"> <a class="glue-card card" data-gtm-tag="card-selection" href="https://blog.google/technology/google-deepmind/alphaqubit-quantum-error-correction/" rel="noopener" target="_blank"> <div class="glue-card__inner"> <picture class="picture glue-card__asset"> <source media="(min-width: 1024px)" type="image/webp" width="400" height="225" srcset="https://lh3.googleusercontent.com/5E3cNGtS0t4rKlZ1BYBXU93xYwONyYQqIpmY-askDQ9jpTPVb-JH20Gk3wxcMdokGY2ygzjj_crFIy-MYFY-VnekgQVzbSs0Y64AwejEChybPTie8A=w400-h225-n-nu-rw 1x, https://lh3.googleusercontent.com/5E3cNGtS0t4rKlZ1BYBXU93xYwONyYQqIpmY-askDQ9jpTPVb-JH20Gk3wxcMdokGY2ygzjj_crFIy-MYFY-VnekgQVzbSs0Y64AwejEChybPTie8A=w800-h450-n-nu-rw 2x" /><source media="(min-width: 600px)" type="image/webp" width="450" height="255" srcset="https://lh3.googleusercontent.com/5E3cNGtS0t4rKlZ1BYBXU93xYwONyYQqIpmY-askDQ9jpTPVb-JH20Gk3wxcMdokGY2ygzjj_crFIy-MYFY-VnekgQVzbSs0Y64AwejEChybPTie8A=w450-h255-n-nu-rw 1x, https://lh3.googleusercontent.com/5E3cNGtS0t4rKlZ1BYBXU93xYwONyYQqIpmY-askDQ9jpTPVb-JH20Gk3wxcMdokGY2ygzjj_crFIy-MYFY-VnekgQVzbSs0Y64AwejEChybPTie8A=w900-h510-n-nu-rw 2x" /><source type="image/webp" width="356" height="200" srcset="https://lh3.googleusercontent.com/5E3cNGtS0t4rKlZ1BYBXU93xYwONyYQqIpmY-askDQ9jpTPVb-JH20Gk3wxcMdokGY2ygzjj_crFIy-MYFY-VnekgQVzbSs0Y64AwejEChybPTie8A=w356-h200-n-nu-rw 1x, https://lh3.googleusercontent.com/5E3cNGtS0t4rKlZ1BYBXU93xYwONyYQqIpmY-askDQ9jpTPVb-JH20Gk3wxcMdokGY2ygzjj_crFIy-MYFY-VnekgQVzbSs0Y64AwejEChybPTie8A=w712-h400-n-nu-rw 2x" /> <img alt="" class="picture__image" height="225" role="presentation" src="https://lh3.googleusercontent.com/5E3cNGtS0t4rKlZ1BYBXU93xYwONyYQqIpmY-askDQ9jpTPVb-JH20Gk3wxcMdokGY2ygzjj_crFIy-MYFY-VnekgQVzbSs0Y64AwejEChybPTie8A=w400-h225-n-nu" width="400"> </picture> <div class="glue-card__content"> <p class="glue-label">Research</p> <p class="glue-headline glue-headline--headline-5">AlphaQubit tackles one of quantum computing鈥檚 biggest challenges</p> <p class="glue-card__description">Our new AI system accurately identifies errors inside quantum computers, helping to make this new technology more reliable.</p> </div> <div class="glue-card__cta glue-card__cta--arrow glue-card__cta--multi-action"> <span class="glue-label card__publish-date"><time datetime="2024-11-20">20 November 2024</time></span> <span class="glue-button glue-button--low-emphasis"> <svg aria-hidden="true" class="glue-icon" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#open-in-new"></use> </svg> </span> </div> </div> <gemini-border-gradient class="gemini-border card__gradient"> <div class="gemini-border__sub-border"></div> </gemini-border-gradient> </a> </li></ul> <div class="section-heading section-heading--no-description"> <div class="section-heading__text"> <h2 class="section-heading__title glue-headline glue-headline--headline-3">Publications</h2> </div> <p class="section-heading__cta glue-grid__col glue-grid__col--span-4 glue-grid__col--span-12-md"> <a class="button glue-button glue-button--low-emphasis" data-gtm-tag="cta-selection" href="/research/publications/"> <span class="button__text">View all publications</span> </a> </p> </div> <ul class="list-compact list-compact--publications"> <li class="list-compact__item"> <dl class="glue-grid list-compact__publication"> <dt class="glue-visually-hidden">Date</dt> <dd class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-12-sm"> <time class="glue-body" datetime="2025-04-26"> <span class="list-compact__date list-compact__date--short">26 Apr 25</span> <span class="list-compact__date list-compact__date--long">26 April 2025</span> </time> </dd> <dt class="glue-visually-hidden">Title</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md"> <a class="list-compact__link list-compact__link--publication glue-body" href="/research/publications/65827/"> <span class="list-compact__inner">Generative Ghosts: Anticipating Benefits and Risks of AI Afterlives</span> </a> </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Authors</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> Meredith Ringel Morris and Jed R. Brubaker </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Venue</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> ACM CHI 2025 </dd> <svg aria-hidden="true" class="glue-icon glue-icon--arrow-forward glue-grid__col glue-grid__col--span-1 glue-grid__col--span-12-sm glue-grid__col--span-12-md glue-grid__col--align-bottom glue-icon--24px list-compact__cta" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#arrow-forward"></use> </svg> </dl> </li> <li class="list-compact__item"> <dl class="glue-grid list-compact__publication"> <dt class="glue-visually-hidden">Date</dt> <dd class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-12-sm"> <time class="glue-body" datetime="2025-04-01"> <span class="list-compact__date list-compact__date--short">1 Apr 25</span> <span class="list-compact__date list-compact__date--long">1 April 2025</span> </time> </dd> <dt class="glue-visually-hidden">Title</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md"> <a class="list-compact__link list-compact__link--publication glue-body" href="/research/publications/127036/"> <span class="list-compact__inner">Effective Kernel Fuzzing with Learned White-box Test Mutators</span> </a> </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Authors</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> Sishuai Gong, Wang Rui, Deniz Altinb眉ken, Pedro Fonseca, Petros Maniatis </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Venue</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> ASPLOS 2025 (Fall Cycle) </dd> <svg aria-hidden="true" class="glue-icon glue-icon--arrow-forward glue-grid__col glue-grid__col--span-1 glue-grid__col--span-12-sm glue-grid__col--span-12-md glue-grid__col--align-bottom glue-icon--24px list-compact__cta" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#arrow-forward"></use> </svg> </dl> </li> <li class="list-compact__item"> <dl class="glue-grid list-compact__publication"> <dt class="glue-visually-hidden">Date</dt> <dd class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-12-sm"> <time class="glue-body" datetime="2025-03-11"> <span class="list-compact__date list-compact__date--short">11 Mar 25</span> <span class="list-compact__date list-compact__date--long">11 March 2025</span> </time> </dd> <dt class="glue-visually-hidden">Title</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md"> <a class="list-compact__link list-compact__link--publication glue-body" href="/research/publications/157741/"> <span class="list-compact__inner">Gemini Embedding: Generalizable Embeddings from Gemini</span> </a> </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Authors</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> Jinhyuk Lee, Feiyang Chen, Sahil Dua, Daniel Cer, Madhuri Shanbhogue, Iftekhar Naim, Gustavo Hern谩ndez 脕brego, Zhe Li, Kaifeng Chen, Henrique Schechter Vera, Xiaoqi Ren, Shanfeng Zhang, Daniel Salz, Michael Boratko, Jay Han, Blair Chen, Shuo Huang, Vikram Rao, Paul Suganthan, Feng Han, Andreas Doumanoglou, Nithi Gupta, Fedor Moiseev, Cathy Yip, Aashi Jain, Simon Baumgartner, Shahrokh Shahi, Frank Palma Gomez, Sandeep Mariserla, Min Choi, Parashar Shah, Sonam Goenka, Ke Chen, Ye Xia, Koert Chen, Sai Meher Karthik Duddu, Yichang Chen, Trevor Walker, Wenlei Zhou, Rakesh Ghiya, Zach Gleicher, Karan Gill, Zhe Dong, Mojtaba Seyedhosseini, Yunhsuan Sung, Raphael Hoffmann, Tom Duerig </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Venue</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> arXiv </dd> <svg aria-hidden="true" class="glue-icon glue-icon--arrow-forward glue-grid__col glue-grid__col--span-1 glue-grid__col--span-12-sm glue-grid__col--span-12-md glue-grid__col--align-bottom glue-icon--24px list-compact__cta" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#arrow-forward"></use> </svg> </dl> </li> <li class="list-compact__item"> <dl class="glue-grid list-compact__publication"> <dt class="glue-visually-hidden">Date</dt> <dd class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-12-sm"> <time class="glue-body" datetime="2025-03-10"> <span class="list-compact__date list-compact__date--short">10 Mar 25</span> <span class="list-compact__date list-compact__date--long">10 March 2025</span> </time> </dd> <dt class="glue-visually-hidden">Title</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md"> <a class="list-compact__link list-compact__link--publication glue-body" href="/research/publications/121982/"> <span class="list-compact__inner">TIPS: Text-Image Pretraining with Spatial awareness</span> </a> </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Authors</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> Kevis-Kokitsi Maninis, Kaifeng Chen, Soham Ghosh, Arjun Karpur, Koert Chen, Ye Xia, Bingyi Cao, Daniel Salz, Guangxing Han, Jan Dlabal, Dan Gnanapragasam, Mojtaba Seyedhosseini, Howard Zhou, Andre Araujo </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Venue</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> ICLR 2025 </dd> <svg aria-hidden="true" class="glue-icon glue-icon--arrow-forward glue-grid__col glue-grid__col--span-1 glue-grid__col--span-12-sm glue-grid__col--span-12-md glue-grid__col--align-bottom glue-icon--24px list-compact__cta" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#arrow-forward"></use> </svg> </dl> </li> <li class="list-compact__item"> <dl class="glue-grid list-compact__publication"> <dt class="glue-visually-hidden">Date</dt> <dd class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-12-sm"> <time class="glue-body" datetime="2025-02-27"> <span class="list-compact__date list-compact__date--short">27 Feb 25</span> <span class="list-compact__date list-compact__date--long">27 February 2025</span> </time> </dd> <dt class="glue-visually-hidden">Title</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md"> <a class="list-compact__link list-compact__link--publication glue-body" href="/research/publications/106025/"> <span class="list-compact__inner">HCI for AGI</span> </a> </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Authors</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> Meredith Ringel Morris </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Venue</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> ACM Interactions </dd> <svg aria-hidden="true" class="glue-icon glue-icon--arrow-forward glue-grid__col glue-grid__col--span-1 glue-grid__col--span-12-sm glue-grid__col--span-12-md glue-grid__col--align-bottom glue-icon--24px list-compact__cta" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#arrow-forward"></use> </svg> </dl> </li> <li class="list-compact__item"> <dl class="glue-grid list-compact__publication"> <dt class="glue-visually-hidden">Date</dt> <dd class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-12-sm"> <time class="glue-body" datetime="2025-02-20"> <span class="list-compact__date list-compact__date--short">20 Feb 25</span> <span class="list-compact__date list-compact__date--long">20 February 2025</span> </time> </dd> <dt class="glue-visually-hidden">Title</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md"> <a class="list-compact__link list-compact__link--publication glue-body" href="/research/publications/112791/"> <span class="list-compact__inner">Delta Variances</span> </a> </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Authors</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> Simon Schmitt, John Shawe-Taylor, Hado van Hasselt </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Venue</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> AAAI 2025 </dd> <svg aria-hidden="true" class="glue-icon glue-icon--arrow-forward glue-grid__col glue-grid__col--span-1 glue-grid__col--span-12-sm glue-grid__col--span-12-md glue-grid__col--align-bottom glue-icon--24px list-compact__cta" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#arrow-forward"></use> </svg> </dl> </li> <li class="list-compact__item"> <dl class="glue-grid list-compact__publication"> <dt class="glue-visually-hidden">Date</dt> <dd class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-12-sm"> <time class="glue-body" datetime="2025-02-11"> <span class="list-compact__date list-compact__date--short">11 Feb 25</span> <span class="list-compact__date list-compact__date--long">11 February 2025</span> </time> </dd> <dt class="glue-visually-hidden">Title</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md"> <a class="list-compact__link list-compact__link--publication glue-body" href="/research/publications/132991/"> <span class="list-compact__inner">Scaling Pre-training to One Hundred Billion Data for Vision Language Models</span> </a> </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Authors</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> Xiao Wang, Ibrahim Alabdulmohsin, Daniel Salz, Zhe Li, Keran Rong, Xiaohua Zhai* </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Venue</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> arXiv </dd> <svg aria-hidden="true" class="glue-icon glue-icon--arrow-forward glue-grid__col glue-grid__col--span-1 glue-grid__col--span-12-sm glue-grid__col--span-12-md glue-grid__col--align-bottom glue-icon--24px list-compact__cta" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#arrow-forward"></use> </svg> </dl> </li> <li class="list-compact__item"> <dl class="glue-grid list-compact__publication"> <dt class="glue-visually-hidden">Date</dt> <dd class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-12-sm"> <time class="glue-body" datetime="2025-02-06"> <span class="list-compact__date list-compact__date--short">6 Feb 25</span> <span class="list-compact__date list-compact__date--long">6 February 2025</span> </time> </dd> <dt class="glue-visually-hidden">Title</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md"> <a class="list-compact__link list-compact__link--publication glue-body" href="/research/publications/130468/"> <span class="list-compact__inner">Automated Discovery of Interpretable Cognitive Programs underlying Reward-guided behavior</span> </a> </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Authors</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> Pablo Castro Rivadeneira, Kim Stachenfeld, Kevin Miller, Nenad Toma拧ev, Navodita Sharma, Ankit Anand, Alexander Novikov, Kuba Perlin, Nathaniel Daw, Will Dabney, noemielteto , Siddhant Jain, Kyle Levin </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Venue</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> Biorxiv </dd> <svg aria-hidden="true" class="glue-icon glue-icon--arrow-forward glue-grid__col glue-grid__col--span-1 glue-grid__col--span-12-sm glue-grid__col--span-12-md glue-grid__col--align-bottom glue-icon--24px list-compact__cta" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#arrow-forward"></use> </svg> </dl> </li> <li class="list-compact__item"> <dl class="glue-grid list-compact__publication"> <dt class="glue-visually-hidden">Date</dt> <dd class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-12-sm"> <time class="glue-body" datetime="2025-02-02"> <span class="list-compact__date list-compact__date--short">2 Feb 25</span> <span class="list-compact__date list-compact__date--long">2 February 2025</span> </time> </dd> <dt class="glue-visually-hidden">Title</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md"> <a class="list-compact__link list-compact__link--publication glue-body" href="/research/publications/141785/"> <span class="list-compact__inner">Decoding-based Regression</span> </a> </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Authors</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> Xingyou Song, Dara Bahri </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Venue</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> arXiv </dd> <svg aria-hidden="true" class="glue-icon glue-icon--arrow-forward glue-grid__col glue-grid__col--span-1 glue-grid__col--span-12-sm glue-grid__col--span-12-md glue-grid__col--align-bottom glue-icon--24px list-compact__cta" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#arrow-forward"></use> </svg> </dl> </li> <li class="list-compact__item"> <dl class="glue-grid list-compact__publication"> <dt class="glue-visually-hidden">Date</dt> <dd class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-12-sm"> <time class="glue-body" datetime="2025-01-22"> <span class="list-compact__date list-compact__date--short">22 Jan 25</span> <span class="list-compact__date list-compact__date--long">22 January 2025</span> </time> </dd> <dt class="glue-visually-hidden">Title</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md"> <a class="list-compact__link list-compact__link--publication glue-body" href="/research/publications/148850/"> <span class="list-compact__inner">MONA: Myopic Optimization with Non-myopic Approval Can Mitigate Multi-step Reward Hacking</span> </a> </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Authors</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> Sebastian Farquhar, Vikrant Varma, David Lindner, David Elson, Caleb Biddulph, Ian Goodfellow, Rohin Shah </dd> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm"></div> <dt class="glue-visually-hidden">Venue</dt> <dd class="glue-grid__col glue-grid__col--span-9 glue-grid__col--span-12-sm glue-grid__col--span-10-md glue-caption"> arXiv </dd> <svg aria-hidden="true" class="glue-icon glue-icon--arrow-forward glue-grid__col glue-grid__col--span-1 glue-grid__col--span-12-sm glue-grid__col--span-12-md glue-grid__col--align-bottom glue-icon--24px list-compact__cta" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#arrow-forward"></use> </svg> </dl> </li> </ul> <section class="button-group button-group--centered"> <ul class="button-group__buttons glue-no-bullet"> <li> <gemini-button data-in-view> <a class="button glue-button glue-button--high-emphasis" data-gtm-tag="cta-selection" href="/research/publications/"> <span class="button__text">View all publications</span> </a> </gemini-button> </li> </ul> </section> <div class="section-title"> <h2 class="glue-headline glue-headline--headline-2 section-title__title" data-in-view>Breakthroughs</h2> <div class="glue-body--large section-title__description" data-in-view><p data-block-key="cuqnv">Explore some of the biggest innovations in AI, many of which underpin the modern AI industry.</p></div> <p class="section-title__cta" data-in-view><a class="button glue-button glue-button--low-emphasis" data-gtm-tag="cta-selection" href="/research/breakthroughs/"> <span class="button__text">View all breakthroughs</span> </a></p> </div> <ul class="glue-grid glue-cards cards"><li class="glue-grid__col glue-grid__col--span-6 glue-grid__col--span-4-lg glue-grid__col--span-4-xl"> <a class="glue-card card" data-gtm-tag="card-selection" 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<svg aria-hidden="true" class="glue-icon glue-icon--arrow-forward" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#arrow-forward"></use> </svg> </span> </div> </div> <gemini-border-gradient class="gemini-border card__gradient"> <div class="gemini-border__sub-border"></div> </gemini-border-gradient> </a> </li><li class="glue-grid__col glue-grid__col--span-6 glue-grid__col--span-4-lg glue-grid__col--span-4-xl"> <a class="glue-card card" data-gtm-tag="card-selection" href="/discover/blog/gencast-predicts-weather-and-the-risks-of-extreme-conditions-with-sota-accuracy/"> <div class="glue-card__inner"> <picture class="picture glue-card__asset"> <source media="(min-width: 1024px)" type="image/webp" width="400" height="225" srcset="https://lh3.googleusercontent.com/4u3n6FBe0eE86yXgppDN_yj_AkiCF5FaSToa8f3Mh5bFWzIH01ewGN737emoYKcGXLxQagYFMxi9j-cAZyAzkdFndCDg2ne9E42w4YZD7HyBChaf=w400-h225-n-nu-rw 1x, 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<img alt="" class="picture__image" height="225" loading="lazy" role="presentation" src="https://lh3.googleusercontent.com/4u3n6FBe0eE86yXgppDN_yj_AkiCF5FaSToa8f3Mh5bFWzIH01ewGN737emoYKcGXLxQagYFMxi9j-cAZyAzkdFndCDg2ne9E42w4YZD7HyBChaf=w400-h225-n-nu" width="400"> </picture> <div class="glue-card__content"> <p class="glue-headline glue-headline--headline-5">GenCast</p> <p class="glue-card__description">Predicts weather and the risks of extreme conditions with state-of-the-art accuracy</p> </div> <div class="glue-card__cta glue-card__cta--arrow"> <span class="glue-button glue-button--low-emphasis"> <svg aria-hidden="true" class="glue-icon glue-icon--arrow-forward" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#arrow-forward"></use> </svg> </span> </div> </div> <gemini-border-gradient class="gemini-border card__gradient"> <div class="gemini-border__sub-border"></div> </gemini-border-gradient> </a> </li><li class="glue-grid__col glue-grid__col--span-6 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