Research
Publications
Latest research news
Discover our latest AI breakthroughs and updates from the lab
-
Research
AI achieves silver-medal standard solving International Mathematical Olympiad problems
Breakthrough models AlphaProof and AlphaGeometry 2 solve advanced reasoning problems in mathematics
-
Research
Google DeepMind at ICML 2024
Exploring AGI, the challenges of scaling and the future of multimodal generative AI
-
Research
Generating audio for video
Video-to-audio research uses video pixels and text prompts to generate rich soundtracks
Publications
Explore a selection of our recent research on some of the most complex and interesting challenges in AI.
-
- Date
- Title
- ExeDec: Execution Decomposition for Compositional Generalization in Neural Program Synthesis
- Authors
- Kensen Shi, Joey Hong*, Yinlin Deng*, Pengcheng Yin, Manzil Zaheer, Charles Sutton
- Venue
- ICLR 2024
-
- Date
- Title
- Position: Leverage Foundational Models for Black-Box Optimization
- Authors
- Xingyou Song, Yingtao Tian, Robert Tjarko Lange, Chansoo Lee, Yujin Tang, Yutian Chen
- Venue
- ICML 2024
-
- Date
- Title
- Improving Dictionary Learning with Gated Sparse Autoencoders
- Authors
- Senthooran Rajamanoharan, Arthur Conmy, Lewis Smith, Tom Lieberum, Vikrant Varma, János Kramár, Rohin Shah, Neel Nanda
- Venue
- arXiv
-
- Date
- Title
- Holistic Safety and Responsibility Evaluations of Advanced AI Models
- Authors
- Laura Weidinger, Toby Shevlane, Jenny Brennan, Christina Butterfield, Susie Young, Will Hawkins, Lisa Anne Hendricks, Ramona Comanescu, Oscar Chang, Lev Proleev, Mikel Rodriguez, Jennifer Beroshi, Dawn Bloxwich, Allan Dafoe, William Isaac
- Venue
- arXiv
-
- Date
- Title
- Many-Shot In-Context Learning
- Authors
- Rishabh Agarwal, Avi Singh, Lei M. Zhang, Bernd Bohnet, Stephanie Chan, Ankesh Anand, Zaheer Abbas, Azade Nova, John D. Co-Reyes, Eric Chu, Feryal Behbahani, Aleksandra Faust, Hugo Larochelle
- Venue
- arXiv
-
- Date
- Title
- Learning Agile Soccer Skills for a Bipedal Robot with Deep Reinforcement Learning
- Authors
- Tuomas Haarnoja, Ben Moran, Guy Lever, Sandy Huang, Dhruva TB, Jan Humplik, Markus Wulfmeier, Saran Tunyasuvunakool, Noah Siegel, Roland Hafner, Michael Bloesch, Arunkumar Byravan, Leonard Hasenclever, Yuval Tassa, Nathan Batchelor, Federico Casarini, Stefano Saliceti, cgame , Neil Sreendra, Kushal Patel, Marlon Gwira, Andrea Huber, Nicole Hurley, Francesco Nori, Raia Hadsell, Nicolas Heess, Kristian Hartikainen*, Fereshteh Sadeghi*
- Venue
- Science Robotics
-
- Date
- Title
- Biomolecular dynamics with machine-learned quantum-mechanical force fields trained on diverse chemical fragments
- Authors
- Oliver Unke, Martin Stöhr*, Stefan Ganscha, Thomas Unterthiner, Hartmut Maennel, Sergii Kashubin, Daniel Ahlin, Michael Gastegger*, Leonardo Medrano Sandonas*, Joshua T. Berryman*, Alexandre Tkatchenko*, Klaus-Robert Müller
- Venue
- Science Advances
-
- Date
- Title
- Gecko: Versatile Text Embeddings Distilled from Large Language Models
- Authors
- Jinhyuk Lee, Zhuyun Dai, Xiaoqi Ren, Blair Chen, Daniel Cer, Jeremy Cole, Kai Hui, Michael Boratko, Rajvi Kapadia, Wen Ding, Yi Luan, Karthik Duddu, Gustavo Hernandez Abrego, Weiqiang Shi, Nithi Gupta, Aditya Kusupati, Prateek Jain, Siddhartha Reddy Jonnalagadda, Ming-Wei Chang, Iftekhar Naim
- Venue
- arXiv
-
- Date
- Title
- Learning from One Continuous Video Stream
- Authors
- Joao Carreira, Michael King, Viorica Patraucean, Dilara Gokay, Catalin Ionescu, Yi Yang, Daniel Zoran, Joseph Heyward, Carl Doersch, Yusuf Aytar, Dima Damen, Andrew Zisserman
- Venue
- CVPR 2024
-
- Date
- Title
- Long-form factuality in large language models
- Authors
- Jerry Wei, Chengrun Yang, Xinying Song, Yifeng Lu, Nathan Hu, Jie Huang, Dustin Tran, Daiyi Peng, Ruibo Liu, Da Huang, Cosmo Du, Quoc V. Le
- Venue
- arXiv
-
- Date
- Title
- Few-Shot Recalibration of Language Models
- Authors
- Xiang Lisa Li, Urvashi Khandelwal, Kelvin Guu
- Venue
- arXiv
-
- Date
- Title
- Evaluating Frontier Models for Dangerous Capabilities
- Authors
- Mary Phuong, Matthew Aitchison, Elliot Catt, Scogan (Sarah Cogan), Heidi Howard, Alex Kaskasoli, Victoria Krakovna, David Lindner, Matthew Rahtz, Yannis Assael, Maria Abi Raad, Tom Lieberum, Sebastian Farquhar, gdelt , Anian Ruoss, Marcus Hutter, Rohin Shah, Allan Dafoe, Toby Shevlane, Sarah Hodkinson, Sharon Lin, Albert Webson, Lewis Ho, Seliem El-Sayed, Sasha Brown
- Venue
- arXiv
-
- Date
- Title
- DiPaCo: Distributed Path Composition
- Authors
- Arthur Douillard, Qixuan Feng, Andrei A. Rusu, Adhiguna Kuncoro , Yani Donchev , Rachita Chhaparia , Ionel Gog , Marc’Aurelio Ranzato, Jiajun Shen, Arthur Szlam
- Venue
- arXiv
-
- Date
- Title
- Demonstration-Regularized RL
- Authors
- Daniil Tiapkin*, Denis Belomestny*, Daniele Calandriello, Éric Moulines*, Alexey Naumov*, Pierre Perrault*, Michal Valko, Pierre Ménard*
- Venue
- ICLR 2024
-
- Date
- Title
- Understanding Learning from Human Preferences
- Authors
- Mohammad Gheshlaghi Azar, Mark Rowland, Bilal Piot, Zhaohan Daniel Guo, Daniele Calandriello, Michal Valko, Rémi Munos
- Venue
- (deprecated) AISTATS2024
-
- Date
- Title
- Model-free Posterior Sampling via Learning Rate Randomization
- Authors
- Daniil Tiapkin*, Denis Belomestny*, Daniele Calandriello, Éric Moulines*, Rémi Munos, Alexey Naumov*, Pierre Perrault*, Michal Valko, Pierre Ménard*
- Venue
- NeurIPS 2023
-
- Date
- Title
- Robust Exploration via Clustering-based Density Estimation
- Authors
- Alaa Saade, Steven Kapturowski, Daniele Calandriello, Charles Blundell, Pablo Sprechmann, Leopoldo Sarra*, Oliver Groth, Bilal Piot, Michal Valko
- Venue
- ICLR 2024
-
- Date
- Title
- Prosody for Intuitive Robotic Interface Design: It's Not What You Said, It's How You Said It
- Authors
- Ellie Sanoubari, Atil Iscen, Leila Takayama, Stefano Saliceti, Corbin Cunningham, Ken Caluwaerts
- Venue
- HRI 2024 Workshop
-
- Date
- Title
- AtP*: Efficient and scalable methods for localizing LLM behaviour to components
- Authors
- János Kramár, Tom Lieberum, Neel Nanda, Rohin Shah
- Venue
- arXiv
-
- Date
- Title
- How aligned are different alignment metrics?
- Authors
- Jannis Ahlert, Thomas Klein, Felix A. Wichmann, Robert Geirhos
- Venue
- ICLR Workshop 2024
Technologies
Our next generation AI systems are solving some of the hardest scientific and engineering challenges of our time.
Impact
We’re creating transformative technologies that dramatically advance science, accelerate industry, and serve diverse communities.