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Timothy Lillicrap information


Timothy P. Lillicrap
NationalityCanadian
Alma materQueen's University
Known forOptimal Control, Decision Making, Deep Learning, AlphaGo, AlphaZero
AwardsCfNS Award for Excellence
Governor General's Academic Medal
Scientific career
FieldsArtificial intelligence
Theoretical neuroscience
InstitutionsGoogle Deepmind, University College London
Doctoral advisorStephen H. Scott

Timothy P. Lillicrap is a Canadian neuroscientist and AI researcher, adjunct professor at University College London, and staff research scientist at Google DeepMind, where he has been involved in the AlphaGo and AlphaZero projects mastering the games of Go, Chess and Shogi. His research focuses on machine learning and statistics for optimal control and decision making, as well as using these mathematical frameworks to understand how the brain learns. He has developed algorithms and approaches for exploiting deep neural networks in the context of reinforcement learning, and new recurrent memory architectures for one-shot learning.[1]

His numerous contributions to the field have earned him a number of honors, including the Governor General's Academic Medal, an NSERC Fellowship, the Centre for Neuroscience Studies Award for Excellence, and numerous European Research Council grants. He has also won a number of Social Learning tournaments.

  1. ^ "Timothy Lillicrap - research". contrastiveconvergence.net. Retrieved 2020-02-01.

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Timothy Lillicrap

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Lillicrap

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Reward hacking

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AlphaGo Zero

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Thomas; Baker, Lucas; Lai, Matthew; Bolton, Adrian; Chen, Yutian; Lillicrap, Timothy; Fan, Hui; Sifre, Laurent; Driessche, George van den; Graepel, Thore;...

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Shogi

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Guez; Marc Lanctot; Laurent Sifre; Dharshan Kumaran; Thore Graepel; Timothy Lillicrap; Karen Simonyan; Demis Hassabis (5 December 2017). "Mastering Chess...

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Deep reinforcement learning

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Sander; Grewe, Dominik; Nham, John; Kalchbrenner, Nal; Sutskever, Ilya; Lillicrap, Timothy; Leach, Madeleine; Kavukcuoglu, Koray; Graepel, Thore; Hassabis, Demis...

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Computer shogi

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Guez; Marc Lanctot; Laurent Sifre; Dharshan Kumaran; Thore Graepel; Timothy Lillicrap; Karen Simonyan; Demis Hassabis (5 December 2017). "Mastering Chess...

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La Salle Secondary School

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coached Football and Rugby at the school in the 1980s and 1990s. Timothy Lillicrap, Canadian neuroscientist and AI researcher Matt McQuillan, professional...

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AlphaZero

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Lanctot, Marc; Sifre, Laurent; Kumaran, Dharshan; Graepel, Thore; Lillicrap, Timothy; Simonyan, Karen; Hassabis, Demis (December 5, 2017). "Mastering Chess...

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Fan Hui

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Thomas; Baker, Lucas; Lai, Matthew; Bolton, Adrian; Chen, Yutian; Lillicrap, Timothy; Fan, Hui; Sifre, Laurent; Driessche, George van den; Graepel, Thore;...

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Google DeepMind

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Lanctot, Marc; Sifre, Laurent; Kumaran, Dharshan; Graepel, Thore; Lillicrap, Timothy; Simonyan, Karen; Hassabis, Demis (5 December 2017). "Mastering Chess...

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Aja Huang

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Sander; Grewe, Dominik; Nham, John; Kalchbrenner, Nal; Sutskever, Ilya; Lillicrap, Timothy; Leach, Madeleine; Kavukcuoglu, Koray; Graepel, Thore; Hassabis, Demis...

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AlphaGo

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Sander; Grewe, Dominik; Nham, John; Kalchbrenner, Nal; Sutskever, Ilya; Lillicrap, Timothy; Leach, Madeleine; Kavukcuoglu, Koray; Graepel, Thore; Hassabis, Demis...

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MuZero

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Guez, Arthur; Lockhart, Edward; Hassabis, Demis; Graepel, Thore; Lillicrap, Timothy (2020). "Mastering Atari, Go, chess and shogi by planning with a learned...

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Tygem

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Sander; Grewe, Dominik; Nham, John; Kalchbrenner, Nal; Sutskever, Ilya; Lillicrap, Timothy; Leach, Madeleine; Kavukcuoglu, Koray; Graepel, Thore; Hassabis, Demis...

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Dimitri Bertsekas

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Lanctot, Marc; Sifre, Laurent; Kumaran, Dharshan; Graepel, Thore; Lillicrap, Timothy (2017-12-05). "Mastering Chess and Shogi by Self-Play with a General...

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Machine learning in video games

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Lawrence, David; Brunasso, Anthony; Keet, Paul; Calderone, Kevin; Lillicrap, Timothy; Silver, David (2017-08-16). "StarCraft II: A New Challenge for Reinforcement...

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Monte Carlo tree search

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Sander; Grewe, Dominik; Nham, John; Kalchbrenner, Nal; Sutskever, Ilya; Lillicrap, Timothy; Leach, Madeleine; Kavukcuoglu, Koray; Graepel, Thore; Hassabis, Demis...

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Timeline of artificial intelligence

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Thomas; Baker, Lucas; Lai, Matthew; Bolton, Adrian; Chen, Yutian; Lillicrap, Timothy; Fan, Hui; Sifre, Laurent; Driessche, George van den; Graepel, Thore;...

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Relation network

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David G.T.; Malinowski, Mateusz; Pascanu, Razvan; Battaglia, Peter; Lillicrap, Timothy (5 June 2017). "A simple neural network module for relational reasoning"...

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List of Go games

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Sander; Grewe, Dominik; Nham, John; Kalchbrenner, Nal; Sutskever, Ilya; Lillicrap, Timothy; Leach, Madeleine; Kavukcuoglu, Koray; Graepel, Thore; Hassabis, Demis...

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KGS Go Server

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Sander; Grewe, Dominik; Nham, John; Kalchbrenner, Nal; Sutskever, Ilya; Lillicrap, Timothy; Leach, Madeleine; Kavukcuoglu, Koray; Graepel, Thore; Hassabis, Demis...

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Differentiable neural computer

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Tim; Danihelka, Ivo; Senior, Andrew; Wayne, Greg; Graves, Alex; Timothy P Lillicrap (2016). "Scaling Memory-Augmented Neural Networks with Sparse Reads...

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Future of Go Summit

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Thomas; Baker, Lucas; Lai, Matthew; Bolton, Adrian; Chen, Yutian; Lillicrap, Timothy; Fan, Hui; Sifre, Laurent; Driessche, George van den; Graepel, Thore;...

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Evaluation function

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Lanctot, Marc; Sifre, Laurent; Kumaran, Dharshan; Graepel, Thore; Lillicrap, Timothy; Simonyan, Karen; Hassabis, Demis (7 December 2018). "A general reinforcement...

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