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Publications

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Generative Art Using Neural Visual Grammars and Dual Encoders
Ali Eslami, Dylan Banarse, Simon Osindero, Chrisantha Fernando, Jean-baptiste Alayrac, Piotr Mirowski
arXiv
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Deep Neuroethology of a Virtual Rodent
Josh Merel, Diego Aldarondo *, Jesse Marshall *, Yuval Tassa, Gregory Wayne, Bence Ölveczky *
arXiv
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Behaviour Suite for Reinforcement Learning
Ian Osband, Yotam Doron, Matteo Hessel, John Aslanides, Eren Sezener, Andre Saraiva, Katrina McKinney, Tor Lattimore, Csaba Szepesvári, Satinder Singh *, Benjamin Van Roy, Richard Sutton, David Silver, Hado van Hasselt
arXiv
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α-Rank: Multi-Agent Evaluation by Evolution
Shayegan Omidshafiei, Christos Papadimitriou *, G Piliouras *, Karl Tuyls, Mark Rowland, Jean-Baptiste Lespiau, Wojciech Marian Czarnecki, Marc Lanctot, Julien Perolat, Rémi Munos
Scientific Reports
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Towards Interpretable Reinforcement Learning Using Attention Augmented Agents
Alex Mott, Daniel Zoran, M Chrzanowski *, Daan Wierstra, Danilo Jimenez Rezende
arXiv
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Human-level performance in 3D multiplayer games with population-based reinforcement learning
Max Jaderberg, Wojciech Marian Czarnecki, Iain Dunning, Luke Marris, Guy Lever, Antonio García Castañeda, Charlie Beattie, Neil Rabinowitz, Ari Morcos, Avraham Ruderman, Nicolas Sonnerat, Tim Green, Louise Deason, Joel Leibo, David Silver, Demis Hassabis, Koray Kavukcuoglu, Thore Graepel
Science
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Classification Accuracy Score for Conditional Generative Models
Suman Ravuri, Oriol Vinyals
arXiv
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On the importance of single directions for generalization
Ari Morcos, David Barrett, Neil Rabinowitz, Matt Botvinick
arXiv
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Psychlab: A Psychology Laboratory for Deep Reinforcement Learning Agents
Joel Leibo, Cyprien de Masson d'Autume, Daniel Zoran, David Amos, Charlie Beattie, Keith Anderson, Antonio García Castañeda, Manuel Sanchez, Simon Green, Audrunas Gruslys, Shane Legg, Demis Hassabis, Matt Botvinick
arXiv
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Understanding Synthetic Gradients and Decoupled Neural Interfaces
Wojciech Marian Czarnecki, Grzegorz Swirszcz, Max Jaderberg, Simon Osindero, Oriol Vinyals, Koray Kavukcuoglu
ICML
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Unit Tests for Stochastic Optimization
Tom Schaul, Ioannis Antonoglou, David Silver
ICLR
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