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Counterfactual Data Augmentation using Locally Factored Dynamics


Jul 06, 2020
Silviu Pitis, Elliot Creager, Animesh Garg

* 12 pages (+12 appendix). Code available at \url{https://github.com/spitis/mrl

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Maximum Entropy Gain Exploration for Long Horizon Multi-goal Reinforcement Learning


Jul 06, 2020
Silviu Pitis, Harris Chan, Stephen Zhao, Bradly Stadie, Jimmy Ba

* 12 pages (+12 appendix). Published as a conference paper at ICML 2020. Code available at https://github.com/spitis/mrl 

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An Inductive Bias for Distances: Neural Nets that Respect the Triangle Inequality


Feb 14, 2020
Silviu Pitis, Harris Chan, Kiarash Jamali, Jimmy Ba

* 11 pages (+18 appendix). Published as a conference paper at ICLR 2020. https://openreview.net/forum?id=HJeiDpVFPr 

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Objective Social Choice: Using Auxiliary Information to Improve Voting Outcomes


Jan 27, 2020
Silviu Pitis, Michael R. Zhang

* 10 pages, 3 figures. To appear in proceedings of AAMAS 2020 

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Fixed-Horizon Temporal Difference Methods for Stable Reinforcement Learning


Sep 09, 2019
Kristopher De Asis, Alan Chan, Silviu Pitis, Richard S. Sutton, Daniel Graves


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Source Traces for Temporal Difference Learning


Feb 08, 2019
Silviu Pitis

* 8 pages. In proceedings of AAAI 2018. Slides and bibtex available at https://silviupitis.com/#source-traces-for-temporal-difference-learning 

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Rethinking the Discount Factor in Reinforcement Learning: A Decision Theoretic Approach


Feb 08, 2019
Silviu Pitis

* 8 pages + 1 page supplement. In proceedings of AAAI 2019. Slides, poster and bibtex available at https://silviupitis.com/#rethinking-the-discount-factor-in-reinforcement-learning-a-decision-theoretic-approach 

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