Research - Google DeepMind

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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 data-gdm-filter-category="research" 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’s 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><li data-gdm-filter-category="research" 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/how-alphachip-transformed-computer-chip-design/"> <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/Y_xdq8eqcQlZXYk-MZ2OWPpppmWG6LAQ8DZ-LZFUh8TV5s2TBb3RK_VkMUe-skRzIop5aP6Ot9xPMWFaWmenz55EwxVFCMszpTg2EzsyOd6ftlllGyE=w400-h225-n-nu-rw 1x, https://lh3.googleusercontent.com/Y_xdq8eqcQlZXYk-MZ2OWPpppmWG6LAQ8DZ-LZFUh8TV5s2TBb3RK_VkMUe-skRzIop5aP6Ot9xPMWFaWmenz55EwxVFCMszpTg2EzsyOd6ftlllGyE=w800-h450-n-nu-rw 2x" /><source media="(min-width: 600px)" type="image/webp" width="450" height="255" srcset="https://lh3.googleusercontent.com/Y_xdq8eqcQlZXYk-MZ2OWPpppmWG6LAQ8DZ-LZFUh8TV5s2TBb3RK_VkMUe-skRzIop5aP6Ot9xPMWFaWmenz55EwxVFCMszpTg2EzsyOd6ftlllGyE=w450-h255-n-nu-rw 1x, https://lh3.googleusercontent.com/Y_xdq8eqcQlZXYk-MZ2OWPpppmWG6LAQ8DZ-LZFUh8TV5s2TBb3RK_VkMUe-skRzIop5aP6Ot9xPMWFaWmenz55EwxVFCMszpTg2EzsyOd6ftlllGyE=w900-h510-n-nu-rw 2x" /><source type="image/webp" width="356" height="200" srcset="https://lh3.googleusercontent.com/Y_xdq8eqcQlZXYk-MZ2OWPpppmWG6LAQ8DZ-LZFUh8TV5s2TBb3RK_VkMUe-skRzIop5aP6Ot9xPMWFaWmenz55EwxVFCMszpTg2EzsyOd6ftlllGyE=w356-h200-n-nu-rw 1x, https://lh3.googleusercontent.com/Y_xdq8eqcQlZXYk-MZ2OWPpppmWG6LAQ8DZ-LZFUh8TV5s2TBb3RK_VkMUe-skRzIop5aP6Ot9xPMWFaWmenz55EwxVFCMszpTg2EzsyOd6ftlllGyE=w712-h400-n-nu-rw 2x" /> <img alt="" class="picture__image" height="225" role="presentation" src="https://lh3.googleusercontent.com/Y_xdq8eqcQlZXYk-MZ2OWPpppmWG6LAQ8DZ-LZFUh8TV5s2TBb3RK_VkMUe-skRzIop5aP6Ot9xPMWFaWmenz55EwxVFCMszpTg2EzsyOd6ftlllGyE=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">How AlphaChip transformed computer chip design</p> <p class="glue-card__description">Our AI method has accelerated and optimized chip design, and its superhuman chip layouts are used in hardware around the world.</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="2024-09-26">26 September 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 data-gdm-filter-category="research" 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/advances-in-robot-dexterity/"> <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/63ROjLq4VNqk3RDA5vl1mYS1i5xvcgU8-augVWQY5OZCtVsm_e4YX8rR4_DLUlQiTmMHT6qx3p9shUtPGUHy_4SA64RDeMghvk0eDKT6Fqh6-P3d4A=w400-h225-n-nu-rw 1x, https://lh3.googleusercontent.com/63ROjLq4VNqk3RDA5vl1mYS1i5xvcgU8-augVWQY5OZCtVsm_e4YX8rR4_DLUlQiTmMHT6qx3p9shUtPGUHy_4SA64RDeMghvk0eDKT6Fqh6-P3d4A=w800-h450-n-nu-rw 2x" /><source media="(min-width: 600px)" type="image/webp" width="450" height="255" srcset="https://lh3.googleusercontent.com/63ROjLq4VNqk3RDA5vl1mYS1i5xvcgU8-augVWQY5OZCtVsm_e4YX8rR4_DLUlQiTmMHT6qx3p9shUtPGUHy_4SA64RDeMghvk0eDKT6Fqh6-P3d4A=w450-h255-n-nu-rw 1x, https://lh3.googleusercontent.com/63ROjLq4VNqk3RDA5vl1mYS1i5xvcgU8-augVWQY5OZCtVsm_e4YX8rR4_DLUlQiTmMHT6qx3p9shUtPGUHy_4SA64RDeMghvk0eDKT6Fqh6-P3d4A=w900-h510-n-nu-rw 2x" /><source type="image/webp" width="356" height="200" srcset="https://lh3.googleusercontent.com/63ROjLq4VNqk3RDA5vl1mYS1i5xvcgU8-augVWQY5OZCtVsm_e4YX8rR4_DLUlQiTmMHT6qx3p9shUtPGUHy_4SA64RDeMghvk0eDKT6Fqh6-P3d4A=w356-h200-n-nu-rw 1x, https://lh3.googleusercontent.com/63ROjLq4VNqk3RDA5vl1mYS1i5xvcgU8-augVWQY5OZCtVsm_e4YX8rR4_DLUlQiTmMHT6qx3p9shUtPGUHy_4SA64RDeMghvk0eDKT6Fqh6-P3d4A=w712-h400-n-nu-rw 2x" /> <img alt="" class="picture__image" height="225" role="presentation" src="https://lh3.googleusercontent.com/63ROjLq4VNqk3RDA5vl1mYS1i5xvcgU8-augVWQY5OZCtVsm_e4YX8rR4_DLUlQiTmMHT6qx3p9shUtPGUHy_4SA64RDeMghvk0eDKT6Fqh6-P3d4A=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">Our latest advances in robot dexterity</p> <p class="glue-card__description">Two new AI systems, ALOHA Unleashed and DemoStart, help robots learn to perform complex tasks that require dexterous movement</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="2024-09-12">12 September 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></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="2024-10-18"> <span class="list-compact__date list-compact__date--short">18 Oct 24</span> <span class="list-compact__date list-compact__date--long">18 October 2024</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/65220/"> <span class="list-compact__inner">AI can help humans find common ground in democratic deliberation</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"> Michael Henry Tessler†, Michiel A Bakker†, Daniel Jarrett, Hannah Sheahan*, Martin Chadwick, Raphael Koster, Georgina Evans, Lucy Campbell-Gillingham, Teddy Collins*, David C Parkes*, Matthew Botvinick, Christopher Summerfield* </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"> Science </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="2024-10-17"> <span class="list-compact__date list-compact__date--short">17 Oct 24</span> <span class="list-compact__date list-compact__date--long">17 October 2024</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/90773/"> <span class="list-compact__inner">Prompting Considered Harmful</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"> Communications of the ACM </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="2024-10-14"> <span class="list-compact__date list-compact__date--short">14 Oct 24</span> <span class="list-compact__date list-compact__date--long">14 October 2024</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/122292/"> <span class="list-compact__inner">Predicting from Strings: Language Model Embeddings for Bayesian Optimization</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"> Tung Nguyen, Qiuyi Zhang, Bangding Yang, Chansoo Lee, Jorg Bornschein, Yingjie Miao, Sagi Perel, Yutian Chen, Xingyou Song </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="2024-10-09"> <span class="list-compact__date list-compact__date--short">9 Oct 24</span> <span class="list-compact__date list-compact__date--long">9 October 2024</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/93097/"> <span class="list-compact__inner">Diffusion model predictive control</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"> Stannis Zhou, Siva Swaminathan, Rajkumar Vasudeva Raju, Swaroop Guntupalli, Wolfgang Lehrach, Joseph Ortiz, Antoine Dedieu, Miguel Lazaro-Gredilla, Kevin Murphy </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="2024-09-21"> <span class="list-compact__date list-compact__date--short">21 Sep 24</span> <span class="list-compact__date list-compact__date--long">21 September 2024</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/90369/"> <span class="list-compact__inner">Learned feature representations are biased by complexity, learning order, position, and more</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"> Andrew Lampinen, Stephanie Chan, Katherine Hermann </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"> Transactions on Machine Learning Research (TMLR) </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="2024-09-19"> <span class="list-compact__date list-compact__date--short">19 Sep 24</span> <span class="list-compact__date list-compact__date--long">19 September 2024</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/117639/"> <span class="list-compact__inner">Michelangelo: Long Context Evaluations Beyond Haystacks via Latent Structure Queries</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"> Kiran Vodrahalli, Santiago Ontanon, Nilesh Tripuraneni, Kelvin Xu, Sanil Jain, Rakesh Shivanna, Jeffrey Hui, Nishanth Dikkala, Mehran Kazemi, Bahar Fatemi, Rohan Anil, Ethan Dyer, Siamak Shakeri, Roopali Vij, Harsh Mehta, Vinay Ramasesh, Quoc Le, Ed Chi, Yifeng Lu, Orhan Firat, Angeliki Lazaridou, Jean-Baptiste Lespiau, Nithya Attaluri, Kate Olszewska </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="2024-08-21"> <span class="list-compact__date list-compact__date--short">21 Aug 24</span> <span class="list-compact__date list-compact__date--long">21 August 2024</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/108347/"> <span class="list-compact__inner">The Vizier Gaussian Process Bandit Algorithm</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, Qiuyi Zhang, Chansoo Lee, Emily Fertig, Tzu-Kuo Huang, Lior Belenki, Greg Kochanski, Setareh Ariafar, Srinivas Vasudevan, Sagi Perel, Daniel Golovin </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="2024-08-20"> <span class="list-compact__date list-compact__date--short">20 Aug 24</span> <span class="list-compact__date list-compact__date--long">20 August 2024</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/107338/"> <span class="list-compact__inner">Swim till you sink: Computing the limit of a game</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"> Rashida Hakim, Jason Milionis, Christos Papadimitriou, Georgios Piliouras </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> <aside 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> </aside> <div class="section-title"> <h2 class="glue-headline glue-headline--headline-2 section-title__title">Breakthroughs</h2> <div class="glue-body--large section-title__description"><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"><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" href="/discover/blog/how-alphachip-transformed-computer-chip-design/"> <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/Y_xdq8eqcQlZXYk-MZ2OWPpppmWG6LAQ8DZ-LZFUh8TV5s2TBb3RK_VkMUe-skRzIop5aP6Ot9xPMWFaWmenz55EwxVFCMszpTg2EzsyOd6ftlllGyE=w400-h225-n-nu-rw 1x, https://lh3.googleusercontent.com/Y_xdq8eqcQlZXYk-MZ2OWPpppmWG6LAQ8DZ-LZFUh8TV5s2TBb3RK_VkMUe-skRzIop5aP6Ot9xPMWFaWmenz55EwxVFCMszpTg2EzsyOd6ftlllGyE=w800-h450-n-nu-rw 2x" /><source media="(min-width: 600px)" type="image/webp" width="450" height="255" srcset="https://lh3.googleusercontent.com/Y_xdq8eqcQlZXYk-MZ2OWPpppmWG6LAQ8DZ-LZFUh8TV5s2TBb3RK_VkMUe-skRzIop5aP6Ot9xPMWFaWmenz55EwxVFCMszpTg2EzsyOd6ftlllGyE=w450-h255-n-nu-rw 1x, https://lh3.googleusercontent.com/Y_xdq8eqcQlZXYk-MZ2OWPpppmWG6LAQ8DZ-LZFUh8TV5s2TBb3RK_VkMUe-skRzIop5aP6Ot9xPMWFaWmenz55EwxVFCMszpTg2EzsyOd6ftlllGyE=w900-h510-n-nu-rw 2x" /><source type="image/webp" width="356" height="200" srcset="https://lh3.googleusercontent.com/Y_xdq8eqcQlZXYk-MZ2OWPpppmWG6LAQ8DZ-LZFUh8TV5s2TBb3RK_VkMUe-skRzIop5aP6Ot9xPMWFaWmenz55EwxVFCMszpTg2EzsyOd6ftlllGyE=w356-h200-n-nu-rw 1x, https://lh3.googleusercontent.com/Y_xdq8eqcQlZXYk-MZ2OWPpppmWG6LAQ8DZ-LZFUh8TV5s2TBb3RK_VkMUe-skRzIop5aP6Ot9xPMWFaWmenz55EwxVFCMszpTg2EzsyOd6ftlllGyE=w712-h400-n-nu-rw 2x" /> <img alt="" class="picture__image" height="225" loading="lazy" role="presentation" src="https://lh3.googleusercontent.com/Y_xdq8eqcQlZXYk-MZ2OWPpppmWG6LAQ8DZ-LZFUh8TV5s2TBb3RK_VkMUe-skRzIop5aP6Ot9xPMWFaWmenz55EwxVFCMszpTg2EzsyOd6ftlllGyE=w400-h225-n-nu" width="400"> </picture> <div class="glue-card__content"> <p class="glue-headline glue-headline--headline-5">AlphaChip</p> <p class="glue-card__description">Our AI method has accelerated and optimized chip design, and its superhuman chip layouts are used in hardware around the world</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 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/alphaproteo-generates-novel-proteins-for-biology-and-health-research/"> <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/7RKd6r-Wc8JfMau5x9knRq9DrOKGDwS3ye4YxY0jjWGntf74y8WL0lOlktJefxwkJYw33UEf2Ph_BhQ51TIufCxPkmtCPOpakekMpnOUwVI-3R6RzQ=w400-h225-n-nu-rw 1x, https://lh3.googleusercontent.com/7RKd6r-Wc8JfMau5x9knRq9DrOKGDwS3ye4YxY0jjWGntf74y8WL0lOlktJefxwkJYw33UEf2Ph_BhQ51TIufCxPkmtCPOpakekMpnOUwVI-3R6RzQ=w800-h450-n-nu-rw 2x" /><source media="(min-width: 600px)" type="image/webp" width="450" height="255" srcset="https://lh3.googleusercontent.com/7RKd6r-Wc8JfMau5x9knRq9DrOKGDwS3ye4YxY0jjWGntf74y8WL0lOlktJefxwkJYw33UEf2Ph_BhQ51TIufCxPkmtCPOpakekMpnOUwVI-3R6RzQ=w450-h255-n-nu-rw 1x, https://lh3.googleusercontent.com/7RKd6r-Wc8JfMau5x9knRq9DrOKGDwS3ye4YxY0jjWGntf74y8WL0lOlktJefxwkJYw33UEf2Ph_BhQ51TIufCxPkmtCPOpakekMpnOUwVI-3R6RzQ=w900-h510-n-nu-rw 2x" /><source type="image/webp" width="356" height="200" srcset="https://lh3.googleusercontent.com/7RKd6r-Wc8JfMau5x9knRq9DrOKGDwS3ye4YxY0jjWGntf74y8WL0lOlktJefxwkJYw33UEf2Ph_BhQ51TIufCxPkmtCPOpakekMpnOUwVI-3R6RzQ=w356-h200-n-nu-rw 1x, https://lh3.googleusercontent.com/7RKd6r-Wc8JfMau5x9knRq9DrOKGDwS3ye4YxY0jjWGntf74y8WL0lOlktJefxwkJYw33UEf2Ph_BhQ51TIufCxPkmtCPOpakekMpnOUwVI-3R6RzQ=w712-h400-n-nu-rw 2x" /> <img alt="" class="picture__image" height="225" loading="lazy" role="presentation" src="https://lh3.googleusercontent.com/7RKd6r-Wc8JfMau5x9knRq9DrOKGDwS3ye4YxY0jjWGntf74y8WL0lOlktJefxwkJYw33UEf2Ph_BhQ51TIufCxPkmtCPOpakekMpnOUwVI-3R6RzQ=w400-h225-n-nu" width="400"> </picture> <div class="glue-card__content"> <p class="glue-headline glue-headline--headline-5">AlphaProteo</p> <p class="glue-card__description">New AI system designs proteins that successfully bind to target molecules, with potential for advancing drug design, disease understanding and more.</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 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/ai-solves-imo-problems-at-silver-medal-level/"> <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/tVTh_ZCW5Qozy4vOCpMH06B7Ac_eF7fmEULMMTwDellOh6hnOMUtf28toD68N527IHQTlBWfBCHcZykYPMdrS48yvuEcJKMJG8rU3YRM3u5Ojn3JXnc=w400-h225-n-nu-rw 1x, https://lh3.googleusercontent.com/tVTh_ZCW5Qozy4vOCpMH06B7Ac_eF7fmEULMMTwDellOh6hnOMUtf28toD68N527IHQTlBWfBCHcZykYPMdrS48yvuEcJKMJG8rU3YRM3u5Ojn3JXnc=w800-h450-n-nu-rw 2x" /><source media="(min-width: 600px)" type="image/webp" width="450" height="255" srcset="https://lh3.googleusercontent.com/tVTh_ZCW5Qozy4vOCpMH06B7Ac_eF7fmEULMMTwDellOh6hnOMUtf28toD68N527IHQTlBWfBCHcZykYPMdrS48yvuEcJKMJG8rU3YRM3u5Ojn3JXnc=w450-h255-n-nu-rw 1x, https://lh3.googleusercontent.com/tVTh_ZCW5Qozy4vOCpMH06B7Ac_eF7fmEULMMTwDellOh6hnOMUtf28toD68N527IHQTlBWfBCHcZykYPMdrS48yvuEcJKMJG8rU3YRM3u5Ojn3JXnc=w900-h510-n-nu-rw 2x" /><source type="image/webp" width="356" height="200" srcset="https://lh3.googleusercontent.com/tVTh_ZCW5Qozy4vOCpMH06B7Ac_eF7fmEULMMTwDellOh6hnOMUtf28toD68N527IHQTlBWfBCHcZykYPMdrS48yvuEcJKMJG8rU3YRM3u5Ojn3JXnc=w356-h200-n-nu-rw 1x, https://lh3.googleusercontent.com/tVTh_ZCW5Qozy4vOCpMH06B7Ac_eF7fmEULMMTwDellOh6hnOMUtf28toD68N527IHQTlBWfBCHcZykYPMdrS48yvuEcJKMJG8rU3YRM3u5Ojn3JXnc=w712-h400-n-nu-rw 2x" /> <img alt="" class="picture__image" height="225" loading="lazy" role="presentation" src="https://lh3.googleusercontent.com/tVTh_ZCW5Qozy4vOCpMH06B7Ac_eF7fmEULMMTwDellOh6hnOMUtf28toD68N527IHQTlBWfBCHcZykYPMdrS48yvuEcJKMJG8rU3YRM3u5Ojn3JXnc=w400-h225-n-nu" width="400"> </picture> <div class="glue-card__content"> <p class="glue-headline glue-headline--headline-5">AlphaGeometry</p> <p class="glue-card__description">Breakthrough AI performance solving complex math problems</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></ul> <div class="section-title"> <h2 class="glue-headline glue-headline--headline-2 section-title__title">Open Research roles</h2> <div class="glue-body--large section-title__description"><p data-block-key="cuqnv">Join our team to work at the frontier of AI research, shaping the future of AI-powered products and scientific discovery.</p></div> <p class="section-title__cta"><a class="button glue-button glue-button--low-emphasis" data-gtm-tag="cta-selection" href="/about/careers/#open-roles"> <span class="button__text">View all open roles</span> </a></p> </div> <div class="card-list"> <ul class="glue-cards glue-spacer-4-top glue-spacer-4-bottom glue-grid"> <li class="glue-grid__col glue-grid__col--span-12 glue-grid__col--span-6-md glue-grid__col--span-12-lg glue-grid__col--span-12-xl"> <a class="glue-card glue-card--list" href="https://boards.greenhouse.io/deepmind/jobs/6387388" rel="noopener" target="_blank"> <div class="glue-card__inner"> <div class="glue-card__content"> <div class="glue-grid"> <p class="glue-headline glue-headline--headline-6 glue-grid__col glue-grid__col--span-5 glue-grid__col--span-12-md"> Research Scientist, Large Scale Pre-Training Model</p> <p class="glue-caption glue-grid__col glue-grid__col--span-2 glue-grid__col--span-12-md">Research</p> <p class="glue-caption glue-grid__col glue-grid__col--span-4 glue-grid__col--span-12-md">London, UK</p> </div> </div> <div class="glue-card__cta glue-card__cta--arrow"> <span 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