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Junzi Zhang

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MESOB: Balancing Equilibria & Social Optimality

Jul 16, 2023
Xin Guo, Lihong Li, Sareh Nabi, Rabih Salhab, Junzi Zhang

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Joint Graph Learning and Model Fitting in Laplacian Regularized Stratified Models

May 04, 2023
Ziheng Cheng, Junzi Zhang, Akshay Agrawal, Stephen Boyd

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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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Sample Efficient Reinforcement Learning with REINFORCE

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

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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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Robust Super-Level Set Estimation using Gaussian Processes

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

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