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Tell me why! -- Explanations support learning of relational and causal structure

Dec 08, 2021
Andrew K. Lampinen, Nicholas A. Roy, Ishita Dasgupta, Stephanie C. Y. Chan, Allison C. Tam, James L. McClelland, Chen Yan, Adam Santoro, Neil C. Rabinowitz, Jane X. Wang, Felix Hill

* 22 pages 

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Meta-learners' learning dynamics are unlike learners'

May 03, 2019
Neil C. Rabinowitz

* 26 pages, 23 figures 

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Relational Forward Models for Multi-Agent Learning

Sep 28, 2018
Andrea Tacchetti, H. Francis Song, Pedro A. M. Mediano, Vinicius Zambaldi, Neil C. Rabinowitz, Thore Graepel, Matthew Botvinick, Peter W. Battaglia

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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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On the importance of single directions for generalization

May 22, 2018
Ari S. Morcos, David G. T. Barrett, Neil C. Rabinowitz, Matthew Botvinick

* ICLR 2018 conference paper; added additional methodological details 

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Machine Theory of Mind

Mar 12, 2018
Neil C. Rabinowitz, Frank Perbet, H. Francis Song, Chiyuan Zhang, S. M. Ali Eslami, Matthew Botvinick

* 21 pages, 15 figures 

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Progressive Neural Networks

Sep 07, 2016
Andrei A. Rusu, Neil C. Rabinowitz, Guillaume Desjardins, Hubert Soyer, James Kirkpatrick, Koray Kavukcuoglu, Razvan Pascanu, Raia Hadsell

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A model of sensory neural responses in the presence of unknown modulatory inputs

Jul 07, 2015
Neil C. Rabinowitz, Robbe L. T. Goris, Johannes Ballé, Eero P. Simoncelli

* 9 pages, 5 figures. minor changes since v1: added extra references, connections to previous models, links to GLMs, complexity measures 

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The local low-dimensionality of natural images

Mar 24, 2015
Olivier J. Hénaff, Johannes Ballé, Neil C. Rabinowitz, Eero P. Simoncelli

* Published as conference paper at ICLR 2015 

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