Towards Autonomous Mathematics Research.

Demis Hassabis https://scholar.google.com/citations?user=dYpPMQEAAAAJ https://en.wikipedia.org/wiki/Demis_Hassabis https://twitter.com/demishassabis https://www.wikidata.org/entity/Q3022141 http://isni.org/isni/0000000352150230 https://www.imdb.com/name/nm1514506/ https://uk.linkedin.com/in/demishassabis https://orcid.org/0000-0003-2812-9917 https://dl.acm.org/profile/99659218456 https://d-nb.info/gnd/1344408583 https://id.loc.gov/authorities/names/n2024028460 https://zbmath.org/authors/?q=ai:hassabis.demis Goggle DeepMind, London, UK Nobel Prize in Chemistry

Tony Feng Trieu H. Trinh Garrett Bingham Dawsen Hwang Yuri Chervonyi Junehyuk Jung Joonkyung Lee Carlo Pagano Sang-hyun Kim Federico Pasqualotto Sergei Gukov Jonathan N. Lee Junsu Kim Kaiying Hou Golnaz Ghiasi Yi Tay YaGuang Li Chenkai Kuang Yuan Liu Hanzhao Lin Evan Zheran Liu Nigamaa Nayakanti Xiaomeng Yang Heng-Tze Cheng Demis Hassabis Koray Kavukcuoglu Quoc V. Le Thang Luong Towards Autonomous Mathematics Research. 2026 February abs/2602.10177 CoRR https://doi.org/10.48550/arXiv.2602.10177 db/journals/corr/corr2602.html#abs-2602-10177 streams/journals/corr

Sumanth Dathathri Abigail See Sumedh Ghaisas Po-Sen Huang Rob McAdam Johannes Welbl Vandana Bachani Alex Kaskasoli Robert Stanforth Tatiana Matejovicova Jamie Hayes Nidhi Vyas Majd Al Merey Jonah Brown-Cohen Rudy Bunel Borja Balle A. Taylan Cemgil Zahra Ahmed Kitty Stacpoole Ilia Shumailov Ciprian Baetu Sven Gowal Demis Hassabis Pushmeet Kohli Scalable watermarking for identifying large language model outputs. 818-823 2024 October 634 Nat. 8035 https://doi.org/10.1038/s41586-024-08025-4 https://www.wikidata.org/entity/Q130742242 db/journals/nature/nature634.html#DathathriSGHMWBKSMHVMBB24 streams/journals/nature

Johannes Bausch Andrew W. Senior Francisco J. H. Heras Thomas Edlich Alex Davies Michael Newman Cody Jones Kevin J. Satzinger Murphy Yuezhen Niu Sam Blackwell George Holland Dvir Kafri Juan Atalaya Craig Gidney Demis Hassabis Sergio Boixo Hartmut Neven Pushmeet Kohli Learning high-accuracy error decoding for quantum processors. 834-840 2024 November 635 Nat. 8040 https://doi.org/10.1038/s41586-024-08148-8 https://www.wikidata.org/entity/Q131300026 db/journals/nature/nature635.html#BauschSHEDNJSNBHKAGHBNK24 streams/journals/nature

Aleksandar Botev Soham De Samuel L. Smith Anushan Fernando George-Cristian Muraru Ruba Haroun Leonard Berrada Razvan Pascanu Pier Giuseppe Sessa Robert Dadashi Léonard Hussenot Johan Ferret Sertan Girgin Olivier Bachem Alek Andreev Kathleen Kenealy Thomas Mesnard Cassidy Hardin Surya Bhupatiraju Shreya Pathak Laurent Sifre Morgane Rivière Mihir Sanjay Kale Juliette Love Pouya Tafti Armand Joulin Noah Fiedel Evan Senter Yutian Chen 0001 Srivatsan Srinivasan Guillaume Desjardins David Budden Arnaud Doucet Sharad Vikram Adam Paszke Trevor Gale Sebastian Borgeaud Charlie Chen Andy Brock Antonia Paterson Jenny Brennan Meg Risdal Raj Gundluru Nesh Devanathan Paul Mooney Nilay Chauhan Phil Culliton Luiz Gustavo Martins Elisa Bandy David Huntsperger Glenn Cameron Arthur Zucker Tris Warkentin Ludovic Peran Minh Giang Zoubin Ghahramani Clément Farabet Koray Kavukcuoglu Demis Hassabis Raia Hadsell Yee Whye Teh Nando de Frietas RecurrentGemma: Moving Past Transformers for Efficient Open Language Models. 2024 abs/2404.07839 CoRR https://doi.org/10.48550/arXiv.2404.07839 db/journals/corr/corr2404.html#abs-2404-07839

Khaled Saab 0003 Tao Tu 0001 Wei-Hung Weng Ryutaro Tanno David Stutz Ellery Wulczyn Fan Zhang Tim Strother Chunjong Park Elahe Vedadi Juanma Zambrano Chaves Szu-Yeu Hu Mike Schaekermann Aishwarya Kamath Yong Cheng 0003 David G. T. Barrett Cathy Cheung Basil Mustafa Anil Palepu Daniel McDuff Le Hou Tomer Golany Luyang Liu Jean-Baptiste Alayrac Neil Houlsby Nenad Tomasev Jan Freyberg Charles Lau Jonas Kemp Jeremy Lai Shekoofeh Azizi Kimberly Kanada SiWai Man Kavita Kulkarni Ruoxi Sun 0002 Siamak Shakeri Luheng He Benjamin Caine Albert Webson Natasha Latysheva Melvin Johnson Philip Andrew Mansfield Jian Lu Ehud Rivlin Jesper Anderson Bradley Green Renee Wong Jonathan Krause Jonathon Shlens Ewa Dominowska S. M. Ali Eslami Katherine Chou Claire Cui Oriol Vinyals Koray Kavukcuoglu James Manyika Jeff Dean Demis Hassabis Yossi Matias Dale R. Webster Joelle K. Barral Greg Corrado Christopher Semturs S. Sara Mahdavi Juraj Gottweis Alan Karthikesalingam Vivek Natarajan Capabilities of Gemini Models in Medicine. 2024 abs/2404.18416 CoRR https://doi.org/10.48550/arXiv.2404.18416 db/journals/corr/corr2404.html#abs-2404-18416

David Rolnick Priya L. Donti Lynn H. Kaack Kelly Kochanski Alexandre Lacoste Kris Sankaran Andrew Slavin Ross Nikola Milojevic-Dupont Natasha Jaques Anna Waldman-Brown Alexandra Sasha Luccioni Tegan Maharaj Evan D. Sherwin S. Karthik Mukkavilli Konrad P. Kording Carla P. Gomes Andrew Y. Ng Demis Hassabis John C. Platt Felix Creutzig Jennifer T. Chayes Yoshua Bengio Tackling Climate Change with Machine Learning. 42:1-42:96 2023 55 ACM Comput. Surv. 2 https://doi.org/10.1145/3485128 https://www.wikidata.org/entity/Q113268488 db/journals/csur/csur55.html#RolnickDKKLSRMJ23

Daniel J. Mankowitz Andrea Michi Anton Zhernov Marco Gelmi Marco Selvi Cosmin Paduraru Edouard Leurent Shariq Iqbal Jean-Baptiste Lespiau Alex Ahern Thomas Köppe Kevin Millikin Stephen Gaffney Sophie Elster Jackson Broshear Chris Gamble Kieran Milan Robert Tung Minjae Hwang A. Taylan Cemgil Mohammadamin Barekatain Yujia Li 0001 Amol Mandhane Thomas Hubert Julian Schrittwieser Demis Hassabis Pushmeet Kohli Martin A. Riedmiller Oriol Vinyals David Silver 0001 Faster sorting algorithms discovered using deep reinforcement learning. 257-263 2023 618 Nat. 7964 https://doi.org/10.1038/s41586-023-06004-9 db/journals/nature/nature618.html#MankowitzMZGSPL23

Tom Zahavy Vivek Veeriah Shaobo Hou Kevin Waugh Matthew Lai Edouard Leurent Nenad Tomasev Lisa Schut Demis Hassabis Satinder Singh 0001 Diversifying AI: Towards Creative Chess with AlphaZero. 2023 abs/2308.09175 CoRR https://doi.org/10.48550/arXiv.2308.09175 db/journals/corr/corr2308.html#abs-2308-09175

Johannes Bausch Andrew W. Senior Francisco J. H. Heras Thomas Edlich Alex Davies Michael Newman Cody Jones Kevin J. Satzinger Murphy Yuezhen Niu Sam Blackwell George Holland Dvir Kafri Juan Atalaya Craig Gidney Demis Hassabis Sergio Boixo Hartmut Neven Pushmeet Kohli Learning to Decode the Surface Code with a Recurrent, Transformer-Based Neural Network. 2023 abs/2310.05900 CoRR https://doi.org/10.48550/arXiv.2310.05900 db/journals/corr/corr2310.html#abs-2310-05900

Zhe Wang 0055 Petar Velickovic Daniel Hennes Nenad Tomasev Laurel Prince Michael Kaisers Yoram Bachrach Romuald Elie Li Kevin Wenliang Federico Piccinini William Spearman Ian Graham Jerome T. Connor Yi Yang 0007 Adrià Recasens Mina Khan Nathalie Beauguerlange Pablo Sprechmann Pol Moreno Nicolas Heess Michael Bowling Demis Hassabis Karl Tuyls TacticAI: an AI assistant for football tactics. 2023 abs/2310.10553 CoRR https://doi.org/10.48550/arXiv.2310.10553 db/journals/corr/corr2310.html#abs-2310-10553

Lisa Schut Nenad Tomasev Tom McGrath 0001 Demis Hassabis Ulrich Paquet Been Kim Bridging the Human-AI Knowledge Gap: Concept Discovery and Transfer in AlphaZero. 2023 abs/2310.16410 CoRR https://doi.org/10.48550/arXiv.2310.16410 db/journals/corr/corr2310.html#abs-2310-16410

Nenad Tomasev Ulrich Paquet Demis Hassabis Vladimir Kramnik Reimagining chess with AlphaZero. 60-66 2022 65 Commun. ACM 2 https://doi.org/10.1145/3460349 db/journals/cacm/cacm65.html#TomasevPHK22

Mihaly Varadi Stephen Anyango Mandar S. Deshpande Sreenath Nair Cindy Natassia Galabina Yordanova David Yuan Oana Stroe Gemma Wood Agata Laydon Augustin Zídek Tim Green Kathryn Tunyasuvunakool Stig Petersen John Jumper Ellen Clancy Richard Green Ankur Vora Mira Lutfi Michael Figurnov Andrew Cowie Nicole Hobbs Pushmeet Kohli Gerard J. Kleywegt Ewan Birney Demis Hassabis Sameer Velankar AlphaFold Protein Structure Database: massively expanding the structural coverage of protein-sequence space with high-accuracy models. 439-444 2022 50 Nucleic Acids Res. D1 https://doi.org/10.1093/nar/gkab1061 db/journals/nar/nar50.html#VaradiADNNYYSWL22

Jonas Degrave Federico Felici Jonas Buchli Michael Neunert Brendan D. Tracey Francesco Carpanese Timo Ewalds Roland Hafner Abbas Abdolmaleki Diego de Las Casas Craig Donner Leslie Fritz Cristian Galperti Andrea Huber James Keeling Maria Tsimpoukelli Jackie Kay Antoine Merle Jean-Marc Moret Seb Noury Federico Pesamosca David Pfau Olivier Sauter Cristian Sommariva Stefano Coda Basil Duval Ambrogio Fasoli Pushmeet Kohli Koray Kavukcuoglu Demis Hassabis Martin A. Riedmiller Magnetic control of tokamak plasmas through deep reinforcement learning. 414-419 2022 602 Nat. 7897 https://doi.org/10.1038/s41586-021-04301-9 https://www.wikidata.org/entity/Q110944849 db/journals/nature/nature602.html#DegraveFBNTCEHA22

Alhussein Fawzi Matej Balog Aja Huang Thomas Hubert Bernardino Romera-Paredes Mohammadamin Barekatain Alexander Novikov 0001 Francisco J. R. Ruiz Julian Schrittwieser Grzegorz Swirszcz David Silver 0001 Demis Hassabis Pushmeet Kohli Discovering faster matrix multiplication algorithms with reinforcement learning. 47-53 2022 610 Nat. 7930 https://doi.org/10.1038/s41586-022-05172-4 https://www.wikidata.org/entity/Q114424498 db/journals/nature/nature610.html#FawziBHHRB0RSSS22

Julien Pérolat Bart De Vylder Daniel Hennes Eugene Tarassov Florian Strub Vincent de Boer Paul Muller Jerome T. Connor Neil Burch Thomas Anthony 0001 Stephen McAleer Romuald Elie Sarah H. Cen Zhe Wang 0055 Audrunas Gruslys Aleksandra Malysheva Mina Khan Sherjil Ozair Finbarr Timbers Toby Pohlen Tom Eccles Mark Rowland 0001 Marc Lanctot Jean-Baptiste Lespiau Bilal Piot Shayegan Omidshafiei Edward Lockhart Laurent Sifre Nathalie Beauguerlange Rémi Munos David Silver 0001 Satinder Singh 0001 Demis Hassabis Karl Tuyls Figure Data for the paper "Mastering the Game of Stratego with Model-Free Multiagent Reinforcement Learning". 2022 October https://doi.org/10.5281/zenodo.7118519 Zenodo streams/repo/zenodo

Julien Pérolat Bart De Vylder Daniel Hennes Eugene Tarassov Florian Strub Vincent de Boer Paul Muller Jerome T. Connor Neil Burch Thomas W. Anthony 0001 Stephen McAleer Romuald Elie Sarah H. Cen Zhe Wang 0055 Audrunas Gruslys Aleksandra Malysheva Mina Khan Sherjil Ozair Finbarr Timbers Toby Pohlen Tom Eccles Mark Rowland 0001 Marc Lanctot Jean-Baptiste Lespiau Bilal Piot Shayegan Omidshafiei Edward Lockhart Laurent Sifre Nathalie Beauguerlange Rémi Munos David Silver 0001 Satinder Singh 0001 Demis Hassabis Karl Tuyls Mastering the Game of Stratego with Model-Free Multiagent Reinforcement Learning. 2022 abs/2206.15378 CoRR https://doi.org/10.48550/arXiv.2206.15378 db/journals/corr/corr2206.html#abs-2206-15378

Amelia Glaese Nat McAleese Maja Trebacz John Aslanides Vlad Firoiu Timo Ewalds Maribeth Rauh Laura Weidinger Martin J. Chadwick Phoebe Thacker Lucy Campbell-Gillingham Jonathan Uesato Po-Sen Huang Ramona Comanescu Fan Yang Abigail See Sumanth Dathathri Rory Greig Charlie Chen Doug Fritz Jaume Sanchez Elias Richard Green Sona Mokrá Nicholas Fernando Boxi Wu Rachel Foley Susannah Young Iason Gabriel William Isaac 0001 John Mellor Demis Hassabis Koray Kavukcuoglu Lisa Anne Hendricks Geoffrey Irving Improving alignment of dialogue agents via targeted human judgements. 2022 abs/2209.14375 CoRR https://doi.org/10.48550/arXiv.2209.14375 db/journals/corr/corr2209.html#abs-2209-14375

Karl Tuyls Shayegan Omidshafiei Paul Muller Zhe Wang 0055 Jerome T. Connor Daniel Hennes Ian Graham William Spearman Tim Waskett Dafydd Steele Pauline Luc Adrià Recasens Alexandre Galashov Gregory Thornton Romuald Elie Pablo Sprechmann Pol Moreno Kris Cao Marta Garnelo Praneet Dutta Michal Valko Nicolas Heess Alex Bridgland Julien Pérolat Bart De Vylder S. M. Ali Eslami Mark Rowland 0001 Andrew Jaegle Rémi Munos Trevor Back Razia Ahamed Simon Bouton Nathalie Beauguerlange Jackson Broshear Thore Graepel Demis Hassabis Game Plan: What AI can do for Football, and What Football can do for AI. 41-88 2021 71 J. Artif. Intell. Res. https://doi.org/10.1613/jair.1.12505 https://www.wikidata.org/entity/Q130893624 db/journals/jair/jair71.html#TuylsOMWCHGSWSL21

Alex Davies Petar Velickovic Lars Buesing Sam Blackwell Daniel Zheng Nenad Tomasev Richard Tanburn Peter W. Battaglia Charles Blundell András Juhász Marc Lackenby Geordie Williamson Demis Hassabis Pushmeet Kohli Advancing mathematics by guiding human intuition with AI. 70-74 2021 600 Nat. 7887 https://doi.org/10.1038/s41586-021-04086-x db/journals/nature/nature600.html#DaviesVBBZTTBBJ21

Jane Wang 0001 Michael King Nicolas Porcel Zeb Kurth-Nelson Tina Zhu Charles Deck Peter Choy Mary Cassin Malcolm Reynolds H. Francis Song Gavin Buttimore David P. Reichert Neil C. Rabinowitz Loic Matthey Demis Hassabis Alexander Lerchner Matt M. Botvinick Alchemy: A benchmark and analysis toolkit for meta-reinforcement learning agents. 2021 NeurIPS Datasets and Benchmarks https://datasets-benchmarks-proceedings.neurips.cc/paper/2021/hash/a3f390d88e4c41f2747bfa2f1b5f87db-Abstract-round2.html conf/nips/2021db db/conf/nips/neurips2021db.html#0001KPKZDCCRSBR21

Jane X. Wang Michael King Nicolas Porcel Zeb Kurth-Nelson Tina Zhu Charlie Deck Peter Choy Mary Cassin Malcolm Reynolds H. Francis Song Gavin Buttimore David P. Reichert Neil C. Rabinowitz Loic Matthey Demis Hassabis Alexander Lerchner Matthew M. Botvinick Alchemy: A structured task distribution for meta-reinforcement learning. 2021 abs/2102.02926 CoRR https://arxiv.org/abs/2102.02926 db/journals/corr/corr2102.html#abs-2102-02926

Thomas McGrath 0001 Andrei Kapishnikov Nenad Tomasev Adam Pearce Demis Hassabis Been Kim Ulrich Paquet Vladimir Kramnik Acquisition of Chess Knowledge in AlphaZero. 2021 abs/2111.09259 CoRR https://arxiv.org/abs/2111.09259 db/journals/corr/corr2111.html#abs-2111-09259

Jack W. Rae Sebastian Borgeaud Trevor Cai Katie Millican Jordan Hoffmann H. Francis Song John Aslanides Sarah Henderson Roman Ring Susannah Young Eliza Rutherford Tom Hennigan Jacob Menick Albin Cassirer Richard Powell George van den Driessche 0002 Lisa Anne Hendricks Maribeth Rauh Po-Sen Huang Amelia Glaese Johannes Welbl Sumanth Dathathri Saffron Huang Jonathan Uesato John Mellor Irina Higgins Antonia Creswell Nat McAleese Amy Wu Erich Elsen Siddhant M. Jayakumar Elena Buchatskaya David Budden Esme Sutherland Karen Simonyan Michela Paganini Laurent Sifre Lena Martens Xiang Lorraine Li Adhiguna Kuncoro Aida Nematzadeh Elena Gribovskaya Domenic Donato Angeliki Lazaridou Arthur Mensch Jean-Baptiste Lespiau Maria Tsimpoukelli Nikolai Grigorev Doug Fritz Thibault Sottiaux Mantas Pajarskas Toby Pohlen Zhitao Gong Daniel Toyama Cyprien de Masson d'Autume Yujia Li 0001 Tayfun Terzi Vladimir Mikulik Igor Babuschkin Aidan Clark Diego de Las Casas Aurelia Guy Chris Jones James Bradbury Matthew J. Johnson 0002 Blake A. Hechtman Laura Weidinger Iason Gabriel William Isaac 0001 Edward Lockhart Simon Osindero Laura Rimell Chris Dyer Oriol Vinyals Kareem Ayoub Jeff Stanway Lorrayne Bennett Demis Hassabis Koray Kavukcuoglu Geoffrey Irving Scaling Language Models: Methods, Analysis & Insights from Training Gopher. 2021 abs/2112.11446 CoRR https://arxiv.org/abs/2112.11446 db/journals/corr/corr2112.html#abs-2112-11446

Will Dabney Zeb Kurth-Nelson Naoshige Uchida Clara Kwon Starkweather Demis Hassabis Rémi Munos Matthew M. Botvinick A distributional code for value in dopamine-based reinforcement learning. 671-675 2020 577 Nat. 7792 https://doi.org/10.1038/s41586-019-1924-6 https://www.wikidata.org/entity/Q92669562 db/journals/nature/nature577.html#DabneyKUSHMB20

Andrew W. Senior Richard Evans 0001 John Jumper James Kirkpatrick Laurent Sifre Tim Green Chongli Qin Augustin Zídek Alexander W. R. Nelson Alex Bridgland Hugo Penedones Stig Petersen Karen Simonyan Steve Crossan Pushmeet Kohli David T. Jones David Silver 0001 Koray Kavukcuoglu Demis Hassabis Improved protein structure prediction using potentials from deep learning. 706-710 2020 577 Nat. 7792 https://doi.org/10.1038/s41586-019-1923-7 https://www.wikidata.org/entity/Q92669549 db/journals/nature/nature577.html#Senior0JKSGQZNB20

Julian Schrittwieser Ioannis Antonoglou Thomas Hubert Karen Simonyan Laurent Sifre Simon Schmitt Arthur Guez Edward Lockhart Demis Hassabis Thore Graepel Timothy P. Lillicrap David Silver 0001 Mastering Atari, Go, chess and shogi by planning with a learned model. 604-609 2020 588 Nat. 7839 https://doi.org/10.1038/s41586-020-03051-4 db/journals/nature/nature588.html#SchrittwieserAH20

Andrea Banino Adrià Puigdomènech Badia Raphael Köster Martin J. Chadwick Vinícius Flores Zambaldi Demis Hassabis Caswell Barry Matthew M. Botvinick Dharshan Kumaran Charles Blundell MEMO: A Deep Network for Flexible Combination of Episodic Memories. 2020 ICLR https://openreview.net/forum?id=rJxlc0EtDr conf/iclr/2020 db/conf/iclr/iclr2020.html#BaninoBKCZHBBKB20

Andrea Banino Adrià Puigdomènech Badia Raphael Köster Martin J. Chadwick Vinícius Flores Zambaldi Demis Hassabis Caswell Barry Matthew M. Botvinick Dharshan Kumaran Charles Blundell MEMO: A Deep Network for Flexible Combination of Episodic Memories. 2020 abs/2001.10913 CoRR https://arxiv.org/abs/2001.10913 db/journals/corr/corr2001.html#abs-2001-10913

Nenad Tomasev Ulrich Paquet Demis Hassabis Vladimir Kramnik Assessing Game Balance with AlphaZero: Exploring Alternative Rule Sets in Chess. 2020 abs/2009.04374 CoRR https://arxiv.org/abs/2009.04374 db/journals/corr/corr2009.html#abs-2009-04374

Karl Tuyls Shayegan Omidshafiei Paul Muller Zhe Wang 0055 Jerome T. Connor Daniel Hennes Ian Graham William Spearman Tim Waskett Dafydd Steele Pauline Luc Adrià Recasens Alexandre Galashov Gregory Thornton Romuald Elie Pablo Sprechmann Pol Moreno Kris Cao Marta Garnelo Praneet Dutta Michal Valko Nicolas Heess Alex Bridgland Julien Pérolat Bart De Vylder S. M. Ali Eslami Mark Rowland 0001 Andrew Jaegle Rémi Munos Trevor Back Razia Ahamed Simon Bouton Nathalie Beauguerlange Jackson Broshear Thore Graepel Demis Hassabis Game Plan: What AI can do for Football, and What Football can do for AI. 2020 abs/2011.09192 CoRR https://arxiv.org/abs/2011.09192 db/journals/corr/corr2011.html#abs-2011-09192

Oriol Vinyals Igor Babuschkin Wojciech M. Czarnecki Michaël Mathieu Andrew Dudzik Junyoung Chung David H. Choi Richard Powell Timo Ewalds Petko Georgiev Junhyuk Oh Dan Horgan Manuel Kroiss Ivo Danihelka Aja Huang Laurent Sifre Trevor Cai John P. Agapiou Max Jaderberg Alexander Sasha Vezhnevets Rémi Leblond Tobias Pohlen Valentin Dalibard David Budden Yury Sulsky James Molloy Tom Le Paine Çaglar Gülçehre Ziyu Wang 0001 Tobias Pfaff Yuhuai Wu Roman Ring Dani Yogatama Dario Wünsch Katrina McKinney Oliver Smith Tom Schaul Timothy P. Lillicrap Koray Kavukcuoglu Demis Hassabis Chris Apps David Silver 0001 Grandmaster level in StarCraft II using multi-agent reinforcement learning. 350-354 2019 575 Nat. 7782 https://doi.org/10.1038/s41586-019-1724-z https://www.wikidata.org/entity/Q72988805 db/journals/nature/nature575.html#VinyalsBCMDCCPE19

David Rolnick Priya L. Donti Lynn H. Kaack Kelly Kochanski Alexandre Lacoste Kris Sankaran Andrew Slavin Ross Nikola Milojevic-Dupont Natasha Jaques Anna Waldman-Brown Alexandra Luccioni Tegan Maharaj Evan D. Sherwin S. Karthik Mukkavilli Konrad P. Körding Carla P. Gomes Andrew Y. Ng Demis Hassabis John C. Platt Felix Creutzig Jennifer T. Chayes Yoshua Bengio Tackling Climate Change with Machine Learning. 2019 abs/1906.05433 CoRR http://arxiv.org/abs/1906.05433 db/journals/corr/corr1906.html#abs-1906-05433

Julian Schrittwieser Ioannis Antonoglou Thomas Hubert Karen Simonyan Laurent Sifre Simon Schmitt Arthur Guez Edward Lockhart Demis Hassabis Thore Graepel Timothy P. Lillicrap David Silver 0001 Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model. 2019 abs/1911.08265 CoRR http://arxiv.org/abs/1911.08265 db/journals/corr/corr1911.html#abs-1911-08265

Andrea Banino Caswell Barry Benigno Uria Charles Blundell Timothy P. Lillicrap Piotr Mirowski Alexander Pritzel Martin J. Chadwick Thomas Degris Joseph Modayil Greg Wayne Hubert Soyer Fabio Viola Brian Zhang 0001 Ross Goroshin Neil C. Rabinowitz Razvan Pascanu Charlie Beattie Stig Petersen Amir Sadik Stephen Gaffney Helen King Koray Kavukcuoglu Demis Hassabis Raia Hadsell Dharshan Kumaran Vector-based navigation using grid-like representations in artificial agents. 429-433 2018 557 Nat. 7705 https://doi.org/10.1038/s41586-018-0102-6 https://www.wikidata.org/entity/Q52990529 db/journals/nature/nature557.html#BaninoBUBLMPCDM18

Meire Fortunato Mohammad Gheshlaghi Azar Bilal Piot Jacob Menick Matteo Hessel Ian Osband Alex Graves Volodymyr Mnih Rémi Munos Demis Hassabis Olivier Pietquin Charles Blundell Shane Legg Noisy Networks For Exploration. 2018 ICLR (Poster) https://openreview.net/forum?id=rywHCPkAW conf/iclr/2018 db/conf/iclr/iclr2018.html#FortunatoAPMHOG18 Irina Higgins Nicolas Sonnerat Loic Matthey Arka Pal Christopher P. Burgess Matko Bosnjak Murray Shanahan Matthew M. Botvinick Demis Hassabis Alexander Lerchner SCAN: Learning Hierarchical Compositional Visual Concepts. 2018 ICLR (Poster) https://openreview.net/forum?id=rkN2Il-RZ conf/iclr/2018 db/conf/iclr/iclr2018.html#HigginsSMPBBSBH18 Pablo Sprechmann Siddhant M. Jayakumar Jack W. Rae Alexander Pritzel Adrià Puigdomènech Badia Benigno Uria Oriol Vinyals Demis Hassabis Razvan Pascanu Charles Blundell Memory-based Parameter Adaptation. 2018 ICLR (Poster) https://openreview.net/forum?id=rkfOvGbCW conf/iclr/2018 db/conf/iclr/iclr2018.html#SprechmannJRPBU18 Aäron van den Oord Yazhe Li Igor Babuschkin Karen Simonyan Oriol Vinyals Koray Kavukcuoglu George van den Driessche 0002 Edward Lockhart Luis C. Cobo Florian Stimberg Norman Casagrande Dominik Grewe Seb Noury Sander Dieleman Erich Elsen Nal Kalchbrenner Heiga Zen Alex Graves Helen King Tom Walters Dan Belov Demis Hassabis Parallel WaveNet: Fast High-Fidelity Speech Synthesis. 3915-3923 2018 ICML http://proceedings.mlr.press/v80/oord18a.html conf/icml/2018 db/conf/icml/icml2018.html#OordLBSVKDLCSCG18

Joel Z. Leibo Cyprien de Masson d'Autume Daniel Zoran David Amos Charles Beattie Keith Anderson Antonio García Castañeda Manuel Sanchez Simon Green Audrunas Gruslys Shane Legg Demis Hassabis Matthew M. Botvinick Psychlab: A Psychology Laboratory for Deep Reinforcement Learning Agents. 2018 abs/1801.08116 CoRR http://arxiv.org/abs/1801.08116 db/journals/corr/corr1801.html#abs-1801-08116

Lars Buesing Theophane Weber Sébastien Racanière S. M. Ali Eslami Danilo Jimenez Rezende David P. Reichert Fabio Viola Frederic Besse Karol Gregor Demis Hassabis Daan Wierstra Learning and Querying Fast Generative Models for Reinforcement Learning. 2018 abs/1802.03006 CoRR http://arxiv.org/abs/1802.03006 db/journals/corr/corr1802.html#abs-1802-03006

Pablo Sprechmann Siddhant M. Jayakumar Jack W. Rae Alexander Pritzel Adrià Puigdomènech Badia Benigno Uria Oriol Vinyals Demis Hassabis Razvan Pascanu Charles Blundell Memory-based Parameter Adaptation. 2018 abs/1802.10542 CoRR http://arxiv.org/abs/1802.10542 db/journals/corr/corr1802.html#abs-1802-10542

Greg Wayne Chia-Chun Hung David Amos Mehdi Mirza Arun Ahuja Agnieszka Grabska-Barwinska Jack W. Rae Piotr Mirowski Joel Z. Leibo Adam Santoro Mevlana Gemici Malcolm Reynolds Tim Harley Josh Abramson Shakir Mohamed Danilo Jimenez Rezende David Saxton Adam Cain Chloe Hillier David Silver 0001 Koray Kavukcuoglu Matthew M. Botvinick Demis Hassabis Timothy P. Lillicrap Unsupervised Predictive Memory in a Goal-Directed Agent. 2018 abs/1803.10760 CoRR http://arxiv.org/abs/1803.10760 db/journals/corr/corr1803.html#abs-1803-10760

Max Jaderberg Wojciech M. Czarnecki Iain Dunning Luke Marris Guy Lever Antonio García Castañeda Charles Beattie Neil C. Rabinowitz Ari S. Morcos Avraham Ruderman Nicolas Sonnerat Tim Green Louise Deason Joel Z. Leibo David Silver 0001 Demis Hassabis Koray Kavukcuoglu Thore Graepel Human-level performance in first-person multiplayer games with population-based deep reinforcement learning. 2018 abs/1807.01281 CoRR http://arxiv.org/abs/1807.01281 db/journals/corr/corr1807.html#abs-1807-01281

David Silver 0001 Julian Schrittwieser Karen Simonyan Ioannis Antonoglou Aja Huang Arthur Guez Thomas Hubert Lucas Baker Matthew Lai Adrian Bolton Yutian Chen 0001 Timothy P. Lillicrap Fan Hui Laurent Sifre George van den Driessche 0002 Thore Graepel Demis Hassabis Mastering the game of Go without human knowledge. 354-359 2017 550 Nat. 7676 https://doi.org/10.1038/nature24270 https://www.wikidata.org/entity/Q42209359 db/journals/nature/nature550.html#SilverSSAHGHBLB17

David Raposo Peter Dayan Demis Hassabis Peter W. Battaglia A model of structure learning, inference, and generation for scene understanding. 2017 CogSci https://escholarship.org/uc/item/6420j6pn conf/cogsci/2017 db/conf/cogsci/cogsci2017.html#RaposoDHB17 Alexander Pritzel Benigno Uria Sriram Srinivasan 0005 Adrià Puigdomènech Badia Oriol Vinyals Demis Hassabis Daan Wierstra Charles Blundell Neural Episodic Control. 2827-2836 2017 ICML http://proceedings.mlr.press/v70/pritzel17a.html conf/icml/2017 db/conf/icml/icml2017.html#PritzelUSBVHWB17 Sébastien Racanière Theophane Weber David P. Reichert Lars Buesing Arthur Guez Danilo Jimenez Rezende Adrià Puigdomènech Badia Oriol Vinyals Nicolas Heess Yujia Li 0001 Razvan Pascanu Peter W. Battaglia Demis Hassabis David Silver 0001 Daan Wierstra Imagination-Augmented Agents for Deep Reinforcement Learning. 5690-5701 2017 NIPS https://proceedings.neurips.cc/paper/2017/hash/9e82757e9a1c12cb710ad680db11f6f1-Abstract.html http://papers.nips.cc/paper/7152-imagination-augmented-agents-for-deep-reinforcement-learning conf/nips/2017 db/conf/nips/nips2017.html#RacaniereWRBGRB17

Alexander Pritzel Benigno Uria Sriram Srinivasan 0005 Adrià Puigdomènech Badia Oriol Vinyals Demis Hassabis Daan Wierstra Charles Blundell Neural Episodic Control. 2017 abs/1703.01988 CoRR http://arxiv.org/abs/1703.01988 db/journals/corr/corr1703.html#PritzelUSBVHWB17

Karl Moritz Hermann Felix Hill Simon Green Fumin Wang Ryan Faulkner 0001 Hubert Soyer David Szepesvari Wojciech Marian Czarnecki Max Jaderberg Denis Teplyashin Marcus Wainwright Chris Apps Demis Hassabis Phil Blunsom Grounded Language Learning in a Simulated 3D World. 2017 abs/1706.06551 CoRR http://arxiv.org/abs/1706.06551 db/journals/corr/corr1706.html#HermannHGWFSSCJ17

Meire Fortunato Mohammad Gheshlaghi Azar Bilal Piot Jacob Menick Ian Osband Alex Graves Vlad Mnih Rémi Munos Demis Hassabis Olivier Pietquin Charles Blundell Shane Legg Noisy Networks for Exploration. 2017 abs/1706.10295 CoRR http://arxiv.org/abs/1706.10295 db/journals/corr/corr1706.html#FortunatoAPMOGM17

Irina Higgins Nicolas Sonnerat Loïc Matthey Arka Pal Christopher P. Burgess Matthew M. Botvinick Demis Hassabis Alexander Lerchner SCAN: Learning Abstract Hierarchical Compositional Visual Concepts. 2017 abs/1707.03389 CoRR http://arxiv.org/abs/1707.03389 db/journals/corr/corr1707.html#HigginsSMPBBHL17

Matthew M. Botvinick David G. T. Barrett Peter W. Battaglia Nando de Freitas Dharshan Kumaran Joel Z. Leibo Tim Lillicrap Joseph Modayil S. Mohamed Neil C. Rabinowitz Danilo Jimenez Rezende Adam Santoro Tom Schaul Christopher Summerfield Greg Wayne Theophane Weber Daan Wierstra Shane Legg Demis Hassabis Building Machines that Learn and Think for Themselves: Commentary on Lake et al., Behavioral and Brain Sciences, 2017. 2017 abs/1711.08378 CoRR http://arxiv.org/abs/1711.08378 db/journals/corr/corr1711.html#abs-1711-08378

Aäron van den Oord Yazhe Li Igor Babuschkin Karen Simonyan Oriol Vinyals Koray Kavukcuoglu George van den Driessche 0002 Edward Lockhart Luis C. Cobo Florian Stimberg Norman Casagrande Dominik Grewe Seb Noury Sander Dieleman Erich Elsen Nal Kalchbrenner Heiga Zen Alex Graves Helen King Tom Walters Dan Belov Demis Hassabis Parallel WaveNet: Fast High-Fidelity Speech Synthesis. 2017 abs/1711.10433 CoRR http://arxiv.org/abs/1711.10433 db/journals/corr/corr1711.html#abs-1711-10433

David Silver 0001 Thomas Hubert Julian Schrittwieser Ioannis Antonoglou Matthew Lai Arthur Guez Marc Lanctot Laurent Sifre Dharshan Kumaran Thore Graepel Timothy P. Lillicrap Karen Simonyan Demis Hassabis Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm. 2017 abs/1712.01815 CoRR http://arxiv.org/abs/1712.01815 db/journals/corr/corr1712.html#abs-1712-01815

David Silver 0001 Aja Huang Chris J. Maddison Arthur Guez Laurent Sifre George van den Driessche 0002 Julian Schrittwieser Ioannis Antonoglou Vedavyas Panneershelvam Marc Lanctot Sander Dieleman Dominik Grewe John Nham Nal Kalchbrenner Ilya Sutskever Timothy P. Lillicrap Madeleine Leach Koray Kavukcuoglu Thore Graepel Demis Hassabis Mastering the game of Go with deep neural networks and tree search. 484-489 2016 529 Nat. 7587 https://doi.org/10.1038/nature16961 https://www.wikidata.org/entity/Q28005460 db/journals/nature/nature529.html#SilverHMGSDSAPL16

Alex Graves Greg Wayne Malcolm Reynolds Tim Harley Ivo Danihelka Agnieszka Grabska-Barwinska Sergio Gomez Colmenarejo Edward Grefenstette Tiago Ramalho John P. Agapiou Adrià Puigdomènech Badia Karl Moritz Hermann Yori Zwols Georg Ostrovski Adam Cain Helen King Christopher Summerfield Phil Blunsom Koray Kavukcuoglu Demis Hassabis Hybrid computing using a neural network with dynamic external memory. 471-476 2016 538 Nat. 7626 https://doi.org/10.1038/nature20101 https://www.wikidata.org/entity/Q29048970 db/journals/nature/nature538.html#GravesWRHDGCGRA16

Kieran Milan Joel Veness James Kirkpatrick Michael H. Bowling Anna Koop Demis Hassabis The Forget-me-not Process. 3702-3710 2016 NIPS https://proceedings.neurips.cc/paper/2016/hash/f26dab9bf6a137c3b6782e562794c2f2-Abstract.html http://papers.nips.cc/paper/6055-the-forget-me-not-process conf/nips/2016 db/conf/nips/nips2016.html#MilanVKBKH16

Charles Blundell Benigno Uria Alexander Pritzel Yazhe Li Avraham Ruderman Joel Z. Leibo Jack W. Rae Daan Wierstra Demis Hassabis Model-Free Episodic Control. 2016 abs/1606.04460 CoRR http://arxiv.org/abs/1606.04460 db/journals/corr/corr1606.html#BlundellUPLRLRW16

James Kirkpatrick Razvan Pascanu Neil C. Rabinowitz Joel Veness Guillaume Desjardins Andrei A. Rusu Kieran Milan John Quan Tiago Ramalho Agnieszka Grabska-Barwinska Demis Hassabis Claudia Clopath Dharshan Kumaran Raia Hadsell Overcoming catastrophic forgetting in neural networks. 2016 abs/1612.00796 CoRR http://arxiv.org/abs/1612.00796 db/journals/corr/corr1612.html#KirkpatrickPRVD16

Charles Beattie Joel Z. Leibo Denis Teplyashin Tom Ward Marcus Wainwright Heinrich Küttler Andrew Lefrancq Simon Green Víctor Valdés Amir Sadik Julian Schrittwieser Keith Anderson Sarah York Max Cant Adam Cain Adrian Bolton Stephen Gaffney Helen King Demis Hassabis Shane Legg Stig Petersen DeepMind Lab. 2016 abs/1612.03801 CoRR http://arxiv.org/abs/1612.03801 db/journals/corr/corr1612.html#BeattieLTWWKLGV16

Stuart Russell 0001 Tom Dietterich Eric Horvitz Bart Selman Francesca Rossi 0001 Demis Hassabis Shane Legg Mustafa Suleyman Dileep George D. Scott Phoenix Letter to the Editor: Research Priorities for Robust and Beneficial Artificial Intelligence: An Open Letter. 2015 36 AI Mag. 4 https://doi.org/10.1609/aimag.v36i4.2621 db/journals/aim/aim36.html#RussellDHSRHLSG15 3-4

Volodymyr Mnih Koray Kavukcuoglu David Silver 0001 Andrei A. Rusu Joel Veness Marc G. Bellemare Alex Graves Martin A. Riedmiller Andreas Fidjeland Georg Ostrovski Stig Petersen Charles Beattie Amir Sadik Ioannis Antonoglou Helen King Dharshan Kumaran Daan Wierstra Shane Legg Demis Hassabis Human-level control through deep reinforcement learning. 529-533 2015 518 Nat. 7540 https://doi.org/10.1038/nature14236 https://www.wikidata.org/entity/Q27907579 db/journals/nature/nature518.html#MnihKSRVBGRFOPB15

Joel Z. Leibo Julien Cornebise Sergio Gómez Demis Hassabis Approximate Hubel-Wiesel Modules and the Data Structures of Neural Computation. 2015 abs/1512.08457 CoRR http://arxiv.org/abs/1512.08457 db/journals/corr/corr1512.html#LeiboCGH15

Jennifer J. Summerfield Demis Hassabis Eleanor A. Maguire Cortical midline involvement in autobiographical memory. 1188-1200 2009 44 NeuroImage 3 https://doi.org/10.1016/j.neuroimage.2008.09.033 https://www.wikidata.org/entity/Q37059458 db/journals/neuroimage/neuroimage44.html#SummerfieldHM09

Abbas Abdolmaleki Josh Abramson John P. Agapiou Razia Ahamed Alex Ahern Zahra Ahmed Arun Ahuja Jean-Baptiste Alayrac David Amos Jesper Anderson Keith Anderson Alek Andreev Thomas W. Anthony 0001Thomas Anthony 0001 Ioannis Antonoglou Stephen Anyango Chris Apps John Aslanides Juan Atalaya Kareem Ayoub Mohammad Gheshlaghi Azar Shekoofeh Azizi Igor Babuschkin Vandana Bachani Olivier Bachem Yoram Bachrach Trevor Back Adrià Puigdomènech Badia Ciprian Baetu Lucas Baker Borja Balle Matej Balog Elisa Bandy Andrea Banino Mohammadamin Barekatain Joelle K. Barral David G. T. Barrett Caswell Barry Peter W. Battaglia Johannes Bausch Charlie BeattieCharles Beattie Nathalie Beauguerlange Marc G. Bellemare Daniel BelovDan Belov Yoshua Bengio Lorrayne Bennett Leonard Berrada Frederic Besse Surya Bhupatiraju Garrett Bingham Ewan Birney Sam Blackwell Charles Blundell Phil Blunsom Vincent de Boer Sergio Boixo Adrian Bolton Sebastian Borgeaud Matko Bosnjak Aleksandar Botev Matt M. BotvinickMatthew M. Botvinick Simon Bouton Michael H. BowlingMichael Bowling James Bradbury Jenny Brennan Alex Bridgland Andrew BrockAndy Brock Jackson Broshear Jonah Brown-Cohen Elena Buchatskaya Jonas Buchli David Budden Lars Buesing Rudy Bunel Neil Burch Chris Burgess 0001Christopher P. Burgess Gavin Buttimore Trevor Cai Adam Cain Benjamin Caine Glenn Cameron Lucy Campbell-Gillingham Max Cant Kris Cao Francesco Carpanese Norman Casagrande Diego de Las Casas Mary Cassin Albin Cassirer Antonio García Castañeda A. Taylan Cemgil Sarah H. Cen Martin J. Chadwick Nilay Chauhan Juanma Zambrano Chaves Jennifer T. Chayes Charlie Chen Yutian Chen 0001 Heng-Tze Cheng Yong Cheng 0003 Yuri Chervonyi Cathy Cheung David H. Choi Katherine Chou Peter Choy Junyoung Chung Ellen Clancy Aidan Clark Claudia Clopath Luis C. Cobo Stefano Coda Sergio Gomez Colmenarejo Ramona Comanescu Jerome T. Connor Julien Cornebise Gregory S. CorradoGreg Corrado Andrew Cowie Antonia Creswell Felix Creutzig Steve Crossan Claire Cui Phil Culliton Wojciech Czarnecki 0001Wojciech M. CzarneckiWojciech Marian Czarnecki Will Dabney Robert Dadashi Valentin Dalibard Ivo Danihelka Sumanth Dathathri Cyprien de Masson d'Autume Alex Davies Peter Dayan Soham De Jeffrey DeanJeff Dean Louise Deason Charles Deck Charlie Deck Jonas Degrave Thomas Degris Mandar S. Deshpande Guillaume Desjardins Nesh Devanathan Sander Dieleman Thomas G. DietterichTom Dietterich Ewa Dominowska Domenic Donato Craig Donner Priya L. Donti Arnaud Doucet George van den Driessche 0002 Andrew Dudzik Iain Dunning Praneet Dutta Basil Duval Chris Dyer Tom Eccles Thomas Edlich Jaume Sanchez Elias Romuald Elie Erich Elsen Sophie Elster S. M. Ali Eslami Richard Evans 0001 Timo Ewalds Clément Farabet Ambrogio Fasoli Ryan Faulkner 0001 Alhussein Fawzi Federico Felici Tony Feng Anushan Fernando Nicholas Fernando Johan Ferret Andreas Fidjeland Noah Fiedel Michael Figurnov Vlad Firoiu Rachel Foley Meire Fortunato Nando de Freitas Jan Freyberg Nando de Frietas Doug Fritz Leslie Fritz Iason Gabriel Stephen Gaffney Alexandre Galashov Trevor Gale Cristian Galperti Chris Gamble Marta Garnelo Marco Gelmi Mevlana Gemici Dileep George Petko Georgiev Zoubin Ghahramani Sumedh Ghaisas Golnaz Ghiasi Minh Giang Craig Gidney Sertan Girgin Amelia Glaese Tomer Golany Carla P. Gomes Sergio Gómez Zhitao Gong Ross Goroshin Juraj Gottweis Sven Gowal Agnieszka Grabska-Barwinska Thore Graepel Ian Graham Alex Graves Bradley Green Richard Green Simon Green Tim Green Edward Grefenstette Karol Gregor Rory Greig Dominik Grewe Elena Gribovskaya Nikolai Grigorev Audrunas Gruslys Arthur Guez Sergei Gukov Caglar GulcehreÇaglar Gülçehre Raj Gundluru Aurelia Guy Raia Hadsell Roland Hafner Cassidy Hardin Tim Harley Ruba Haroun Jamie Hayes Luheng He Blake A. Hechtman Nicolas Heess Sarah Henderson Lisa Anne Hendricks Daniel Hennes Tom Hennigan Francisco J. H. Heras Karl Moritz Hermann Matteo Hessel Irina Higgins Felix Hill Chloe Hillier Nicole Hobbs Jordan Hoffmann George Holland Daniel HorganDan Horgan Eric Horvitz Kaiying Hou Le Hou Shaobo Hou Neil Houlsby Szu-Yeu Hu Aja Huang Po-Sen Huang Saffron Huang Andrea Huber Thomas Hubert Fan Hui Chia-Chun Hung David Huntsperger Léonard Hussenot Dawsen Hwang Minjae Hwang Shariq Iqbal Geoffrey Irving William Isaac 0001 Max Jaderberg Andrew Jaegle Natasha Jaques Siddhant M. Jayakumar Matthew J. Johnson 0002 Melvin Johnson Chris Jones Cody Jones David T. Jones Armand Joulin András Juhász John Jumper Junehyuk Jung Lynn H. Kaack Dvir Kafri Michael Kaisers Nal Kalchbrenner Mihir Sanjay Kale Aishwarya Kamath Kimberly Kanada Andrei Kapishnikov Alan Karthikesalingam Alex Kaskasoli Koray Kavukcuoglu Jackie Kay James Keeling Jonas Kemp Kathleen Kenealy Mina Khan Been Kim Junsu Kim Sang-hyun Kim Helen King Michael King James Kirkpatrick Gerard J. Kleywegt Kelly Kochanski Pushmeet Kohli Anna Koop Thomas Köppe Konrad P. KordingKonrad P. Körding Raphael KosterRaphael Köster Vladimir Kramnik Jonathan Krause Manuel Kroiss Chenkai Kuang Kavita Kulkarni Dharshan Kumaran Adhiguna Kuncoro Zeb Kurth-Nelson Heinrich Küttler Marc Lackenby Alexandre Lacoste Jeremy Lai Matthew Lai Marc Lanctot Natasha Latysheva Charles Lau Agata Laydon Angeliki Lazaridou Quoc V. Le Madeleine Leach Rémi Leblond Jonathan Lee 0002Jonathan N. Lee Joonkyung Lee Andrew Lefrancq Shane Legg Joel Z. Leibo Alexander Lerchner Jean-Baptiste Lespiau Edouard Leurent Guy Lever Xiang Li 0069Xiang Lorraine Li YaGuang Li Yazhe Li Yujia Li 0001 Timothy P. LillicrapTim Lillicrap Hanzhao Lin Evan Zheran Liu Luyang Liu Yuan Liu Edward Lockhart Juliette Love Jian Lu Pauline Luc Sasha LuccioniAlexandra Sasha LuccioniAlexandra Luccioni Thang Luong Mira Lutfi Chris J. Maddison Eleanor A. Maguire Tegan Maharaj S. Sara Mahdavi Aleksandra Malysheva SiWai Man Amol Mandhane Daniel J. Mankowitz Philip Andrew Mansfield James Manyika Luke Marris Lena Martens Luiz Gustavo Martins Tatiana Matejovicova Michaël Mathieu Yossi Matias Loïc MattheyLoic Matthey Rob McAdam Stephen McAleer Nat McAleese Daniel McDuff Thomas McGrath 0001Tom McGrath 0001 Katrina McKinney John Mellor Jacob Menick Arthur Mensch Majd Al Merey Antoine Merle Thomas Mesnard Andrea Michi Vladimir Mikulik Kieran Milan Katie Millican Kevin Millikin Nikola Milojevic-Dupont Piotr Mirowski Mehdi Mirza Volodymyr MnihVlad Mnih Joseph Modayil S. Mohamed Shakir Mohamed Sona Mokrá James Molloy Paul Mooney Ari S. Morcos Pol Moreno Jean-Marc Moret S. Karthik Mukkavilli Paul Muller Rémi Munos George-Cristian Muraru Basil Mustafa Sreenath Nair Vivek Natarajan Cindy Natassia Nigamaa Nayakanti Alexander W. R. Nelson Aida Nematzadeh Michael Neunert Hartmut Neven Michael Newman Andrew Y. Ng John Nham Murphy Yuezhen Niu Seb Noury Alexander Novikov 0001 Junhyuk Oh Shayegan Omidshafiei Aäron van den Oord Ian Osband Simon Osindero Georg Ostrovski Sherjil Ozair Cosmin Paduraru Michela Paganini Carlo Pagano Tom Le Paine Mantas Pajarskas Arka Pal Anil Palepu Vedavyas Panneershelvam Ulrich Paquet Chunjong Park Razvan Pascanu Federico Pasqualotto Adam Paszke Antonia Paterson Shreya Pathak Adam Pearce Hugo Penedones Ludovic Peran Julien Pérolat Federico Pesamosca Stig Petersen Tobias Pfaff David Pfau D. Scott Phoenix Federico Piccinini Olivier Pietquin Bilal Piot John C. Platt Tobias PohlenToby Pohlen Nicolas Porcel Richard Powell Laurel Prince Alexander Pritzel Chongli Qin John Quan Neil C. Rabinowitz Sébastien Racanière Jack W. Rae Tiago Ramalho David Raposo Maribeth Rauh Adrià Recasens David P. Reichert Malcolm Reynolds Danilo Jimenez Rezende Martin A. Riedmiller Laura Rimell Roman Ring Megan RisdalMeg Risdal Morgane Rivière Ehud Rivlin David Rolnick Bernardino Romera-Paredes Andrew Slavin Ross Francesca Rossi 0001 Mark Rowland 0001 Avraham Ruderman Francisco J. R. Ruiz Stuart Russell 0001 Andrei A. Rusu Eliza Rutherford Khaled Saab 0003 Amir Sadik Manuel Sanchez Kris Sankaran Adam Santoro Kevin J. Satzinger Olivier Sauter David Saxton Mike Schaekermann Tom Schaul Simon Schmitt Julian Schrittwieser Lisa Schut Abigail See Bart Selman Marco Selvi Christopher Semturs Andrew W. Senior Evan Senter Pier Giuseppe Sessa Siamak Shakeri Murray Shanahan Evan D. Sherwin Jonathon Shlens Ilia Shumailov Laurent Sifre David Silver 0001 Karen Simonyan Satinder Singh 0001 Oliver Smith Samuel L. Smith Cristian Sommariva H. Francis Song Nicolas Sonnerat Thibault Sottiaux Hubert Soyer William Spearman Pablo Sprechmann Sriram Srinivasan 0005 Srivatsan Srinivasan Kitty Stacpoole Robert Stanforth Jeff Stanway Clara Kwon Starkweather Dafydd Steele Florian Stimberg Oana Stroe Tim Strother Florian Strub David Stutz Mustafa Suleyman Yury Sulsky Christopher Summerfield Jennifer J. Summerfield Ruoxi Sun 0002 Esme Sutherland Ilya Sutskever Grzegorz Swirszcz David Szepesvari Pouya Tafti Richard Tanburn Ryutaro Tanno Eugene Tarassov Yi Tay Yee Whye Teh Denis Teplyashin Tayfun Terzi Phoebe Thacker Gregory Thornton Finbarr Timbers Nenad Tomasev Daniel Toyama Brendan D. Tracey Maja Trebacz Trieu H. Trinh Maria Tsimpoukelli Tao Tu 0001 Robert Tung Kathryn Tunyasuvunakool Karl Tuyls Naoshige Uchida Jonathan Uesato Benigno Uria Víctor Valdés Michal Valko Mihaly Varadi Elahe Vedadi Vivek Veeriah Sameer Velankar Petar Velickovic Joel Veness Alexander VezhnevetsAlexander Sasha Vezhnevets Sharad Vikram Oriol Vinyals Fabio Viola Ankur Vora Nidhi Vyas Bart De Vylder Marcus Wainwright Anna Waldman-Brown Tom Walters Fumin Wang Jane X. WangJane Wang 0001 Zhe Wang 0055 Ziyu Wang 0001 Tom Ward Tris Warkentin Tim Waskett Kevin Waugh Greg Wayne Theophane Weber Albert Webson Dale R. Webster Laura Weidinger Johannes Welbl Wei-Hung Weng Li Kevin Wenliang Daan Wierstra Geordie Williamson Renee Wong Gemma Wood Amy Wu Boxi Wu Yuhuai Wu Ellery Wulczyn Dario Wünsch Fan Yang Xiaomeng Yang Yi Yang 0007 Dani Yogatama Galabina Yordanova Sarah York Susannah Young David Yuan Tom Zahavy Vinícius Flores Zambaldi Heiga Zen Brian Zhang 0001 Fan Zhang Daniel Zheng Anton Zhernov Tina Zhu Augustin Zídek Daniel Zoran Arthur Zucker Yori Zwols