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Rigorous Agent Evaluation: An Adversarial Approach to Uncover Catastrophic Failures


Dec 04, 2018
Jonathan Uesato, Ananya Kumar, Csaba Szepesvari, Tom Erez, Avraham Ruderman, Keith Anderson, Krishmamurthy, Dvijotham, Nicolas Heess, Pushmeet Kohli


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Human-level performance in first-person multiplayer games with population-based deep reinforcement learning


Jul 03, 2018
Max Jaderberg, Wojciech M. Czarnecki, Iain Dunning, Luke Marris, Guy Lever, Antonio Garcia Castaneda, Charles Beattie, Neil C. Rabinowitz, Ari S. Morcos, Avraham Ruderman, Nicolas Sonnerat, Tim Green, Louise Deason, Joel Z. Leibo, David Silver, Demis Hassabis, Koray Kavukcuoglu, Thore Graepel


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Pooling is neither necessary nor sufficient for appropriate deformation stability in CNNs


May 25, 2018
Avraham Ruderman, Neil C. Rabinowitz, Ari S. Morcos, Daniel Zoran

* NIPS 2018 submission 

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Model-Free Episodic Control


Jun 14, 2016
Charles Blundell, Benigno Uria, Alexander Pritzel, Yazhe Li, Avraham Ruderman, Joel Z Leibo, Jack Rae, Daan Wierstra, Demis Hassabis


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Tighter Variational Representations of f-Divergences via Restriction to Probability Measures


Jun 18, 2012
Avraham Ruderman, Mark Reid, Dario Garcia-Garcia, James Petterson

* ICML2012 

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