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The local low-dimensionality of natural images.
Olivier J. Hénaff, Johannes Ballé, Neil C. Rabinowitz, Eero P. Simoncelli: The local low-dimensionality of natural images. ICLR 2015
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The Predictron: End-To-End Learning and Planning.
David Silver, Hado van Hasselt, Matteo Hessel, Tom Schaul, Arthur Guez, Tim Harley, Gabriel Dulac-Arnold, David P. Reichert, Neil C. Rabinowitz, André Barreto, Thomas Degris: The Predictron: End-To-End...
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Overcoming catastrophic forgetting in neural networks.
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...
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Progressive Neural Networks.
Andrei A. Rusu, Neil C. Rabinowitz, Guillaume Desjardins, Hubert Soyer, James Kirkpatrick, Koray Kavukcuoglu, Razvan Pascanu, Raia Hadsell: Progressive Neural Networks. CoRR abs/1606.04671 (2016)
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Building Machines that Learn and Think for Themselves: Commentary on Lake et...
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,...
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The Predictron: End-To-End Learning and Planning.
David Silver, Hado van Hasselt, Matteo Hessel, Tom Schaul, Arthur Guez, Tim Harley, Gabriel Dulac-Arnold, David P. Reichert, Neil C. Rabinowitz, André Barreto, Thomas Degris: The Predictron: End-To-End...
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Relational Forward Models for Multi-Agent Learning.
Andrea Tacchetti, H. Francis Song, Pedro A. M. Mediano, Vinícius Flores Zambaldi, Neil C. Rabinowitz, Thore Graepel, Matthew M. Botvinick, Peter W. Battaglia: Relational Forward Models for Multi-Agent...
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Human-level performance in first-person multiplayer games with...
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,...
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Learned Deformation Stability in Convolutional Neural Networks.
Avraham Ruderman, Neil C. Rabinowitz, Ari S. Morcos, Daniel Zoran: Learned Deformation Stability in Convolutional Neural Networks. CoRR abs/1804.04438 (2018)
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On the importance of single directions for generalization.
Ari S. Morcos, David G. T. Barrett, Neil C. Rabinowitz, Matthew M. Botvinick: On the importance of single directions for generalization. CoRR abs/1803.06959 (2018)
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Machine Theory of Mind.
Neil C. Rabinowitz, Frank Perbet, H. Francis Song, Chiyuan Zhang, S. M. Ali Eslami, Matthew M. Botvinick: Machine Theory of Mind. CoRR abs/1802.07740 (2018)
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Machine Theory of Mind.
Neil C. Rabinowitz, Frank Perbet, H. Francis Song, Chiyuan Zhang, S. M. Ali Eslami, Matthew M. Botvinick: Machine Theory of Mind. ICML 2018: 4215-4224
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On the importance of single directions for generalization.
Ari S. Morcos, David G. T. Barrett, Neil C. Rabinowitz, Matthew M. Botvinick: On the importance of single directions for generalization. ICLR (Poster) 2018
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Vector-based navigation using grid-like representations in artificial agents.
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...
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Making Efficient Use of Demonstrations to Solve Hard Exploration Problems.
Tom Le Paine, Çaglar Gülçehre, Bobak Shahriari, Misha Denil, Matt Hoffman, Hubert Soyer, Richard Tanburn, Steven Kapturowski, Neil C. Rabinowitz, Duncan Williams, Gabriel Barth-Maron, Ziyu Wang, Nando...
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Meta-learning of Sequential Strategies.
Pedro A. Ortega, Jane X. Wang, Mark Rowland, Tim Genewein, Zeb Kurth-Nelson, Razvan Pascanu, Nicolas Heess, Joel Veness, Alexander Pritzel, Pablo Sprechmann, Siddhant M. Jayakumar, Tom McGrath, Kevin...
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Meta-learners' learning dynamics are unlike learners'.
Neil C. Rabinowitz: Meta-learners' learning dynamics are unlike learners'. CoRR abs/1905.01320 (2019)
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Relational Forward Models for Multi-Agent Learning.
Andrea Tacchetti, H. Francis Song, Pedro A. M. Mediano, Vinícius Flores Zambaldi, János Kramár, Neil C. Rabinowitz, Thore Graepel, Matthew M. Botvinick, Peter W. Battaglia: Relational Forward Models...
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Should I tear down this wall? Optimizing social metrics by evaluating novel...
János Kramár, Neil C. Rabinowitz, Tom Eccles, Andrea Tacchetti: Should I tear down this wall? Optimizing social metrics by evaluating novel actions. CoRR abs/2004.07625 (2020)
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Making Efficient Use of Demonstrations to Solve Hard Exploration Problems.
Çaglar Gülçehre, Tom Le Paine, Bobak Shahriari, Misha Denil, Matt Hoffman, Hubert Soyer, Richard Tanburn, Steven Kapturowski, Neil C. Rabinowitz, Duncan Williams, Gabriel Barth-Maron, Ziyu Wang, Nando...
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