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Learning Evolved Combinatorial Symbols with a Neuro-symbolic Generative Model


Apr 16, 2021
Matthias Hofer, Tuan Anh Le, Roger Levy, Josh Tenenbaum


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Improving the Reconstruction of Disentangled Representation Learners via Multi-Stage Modelling


Oct 25, 2020
Akash Srivastava, Yamini Bansal, Yukun Ding, Cole Hurwitz, Kai Xu, Bernhard Egger, Prasanna Sattigeri, Josh Tenenbaum, David D. Cox, Dan Gutfreund


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Program Synthesis with Pragmatic Communication


Jul 09, 2020
Yewen Pu, Kevin Ellis, Marta Kryven, Josh Tenenbaum, Armando Solar-Lezama

* The second author and the third author contributed equally to this work 

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Write, Execute, Assess: Program Synthesis with a REPL


Jun 09, 2019
Kevin Ellis, Maxwell Nye, Yewen Pu, Felix Sosa, Josh Tenenbaum, Armando Solar-Lezama

* The first four authors contributed equally to this work 

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Few-Shot Bayesian Imitation Learning with Logic over Programs


Apr 12, 2019
Tom Silver, Kelsey R. Allen, Alex K. Lew, Leslie Pack Kaelbling, Josh Tenenbaum


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Residual Policy Learning


Jan 03, 2019
Tom Silver, Kelsey Allen, Josh Tenenbaum, Leslie Kaelbling


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At Human Speed: Deep Reinforcement Learning with Action Delay


Oct 16, 2018
Vlad Firoiu, Tina Ju, Josh Tenenbaum


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Logical Rule Induction and Theory Learning Using Neural Theorem Proving


Sep 12, 2018
Andres Campero, Aldo Pareja, Tim Klinger, Josh Tenenbaum, Sebastian Riedel


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Learning to Share and Hide Intentions using Information Regularization


Aug 06, 2018
DJ Strouse, Max Kleiman-Weiner, Josh Tenenbaum, Matt Botvinick, David Schwab


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A Computational Model of Commonsense Moral Decision Making


Jan 12, 2018
Richard Kim, Max Kleiman-Weiner, Andres Abeliuk, Edmond Awad, Sohan Dsouza, Josh Tenenbaum, Iyad Rahwan


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Physical problem solving: Joint planning with symbolic, geometric, and dynamic constraints


Jul 25, 2017
Ilker Yildirim, Tobias Gerstenberg, Basil Saeed, Marc Toussaint, Josh Tenenbaum


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