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Dota 2 with Large Scale Deep Reinforcement Learning

Dec 13, 2019
OpenAI, :, Christopher Berner, Greg Brockman, Brooke Chan, Vicki Cheung, Przemysław Dębiak, Christy Dennison, David Farhi, Quirin Fischer, Shariq Hashme, Chris Hesse, Rafal Józefowicz, Scott Gray, Catherine Olsson, Jakub Pachocki, Michael Petrov, Henrique Pondé de Oliveira Pinto, Jonathan Raiman, Tim Salimans, Jeremy Schlatter, Jonas Schneider, Szymon Sidor, Ilya Sutskever, Jie Tang, Filip Wolski, Susan Zhang

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Learning Dexterous In-Hand Manipulation

Jan 18, 2019
OpenAI, Marcin Andrychowicz, Bowen Baker, Maciek Chociej, Rafal Jozefowicz, Bob McGrew, Jakub Pachocki, Arthur Petron, Matthias Plappert, Glenn Powell, Alex Ray, Jonas Schneider, Szymon Sidor, Josh Tobin, Peter Welinder, Lilian Weng, Wojciech Zaremba

* Making OpenAI the first author. We wish this paper to be cited as "Learning Dexterous In-Hand Manipulation" by OpenAI et al. We are replicating the approach from the physics community: arXiv:1812.06489 

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Emergent Complexity via Multi-Agent Competition

Mar 14, 2018
Trapit Bansal, Jakub Pachocki, Szymon Sidor, Ilya Sutskever, Igor Mordatch

* Published as a conference paper at ICLR 2018 

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Parameter Space Noise for Exploration

Jan 31, 2018
Matthias Plappert, Rein Houthooft, Prafulla Dhariwal, Szymon Sidor, Richard Y. Chen, Xi Chen, Tamim Asfour, Pieter Abbeel, Marcin Andrychowicz

* Updated to camera-ready ICLR submission 

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UCB Exploration via Q-Ensembles

Nov 07, 2017
Richard Y. Chen, Szymon Sidor, Pieter Abbeel, John Schulman

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Evolution Strategies as a Scalable Alternative to Reinforcement Learning

Sep 07, 2017
Tim Salimans, Jonathan Ho, Xi Chen, Szymon Sidor, Ilya Sutskever

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Schema Networks: Zero-shot Transfer with a Generative Causal Model of Intuitive Physics

Aug 17, 2017
Ken Kansky, Tom Silver, David A. Mély, Mohamed Eldawy, Miguel Lázaro-Gredilla, Xinghua Lou, Nimrod Dorfman, Szymon Sidor, Scott Phoenix, Dileep George

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Time Resource Networks

Feb 09, 2016
Szymon Sidor, Peng Yu, Cheng Fang, Brian Williams

* 7 pages, submitted for review to IJCAI16 

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Occam's Gates

Jun 27, 2015
Jonathan Raiman, Szymon Sidor

* In review at NIPS 

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