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Beyond Exact Gradients: Convergence of Stochastic Soft-Max Policy Gradient Methods with Entropy Regularization


Oct 19, 2021
Yuhao Ding, Junzi Zhang, Javad Lavaei

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On the Global Convergence of Momentum-based Policy Gradient


Oct 19, 2021
Yuhao Ding, Junzi Zhang, Javad Lavaei

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Theoretical Guarantees of Fictitious Discount Algorithms for Episodic Reinforcement Learning and Global Convergence of Policy Gradient Methods


Sep 13, 2021
Xin Guo, Anran Hu, Junzi Zhang

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* 42 pages 

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Sample Efficient Reinforcement Learning with REINFORCE


Oct 22, 2020
Junzi Zhang, Jongho Kim, Brendan O'Donoghue, Stephen Boyd

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* 35 pages 

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A General Framework for Learning Mean-Field Games


Mar 13, 2020
Xin Guo, Anran Hu, Renyuan Xu, Junzi Zhang

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* 9 figures 

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Robust Super-Level Set Estimation using Gaussian Processes


Nov 25, 2018
Andrea Zanette, Junzi Zhang, Mykel J. Kochenderfer

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* Accepted to ECML 2018 

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