A Single-Loop Robust Policy Gradient Method for Robust Markov Decision Processes

Zhenwei Lin; Chenyu Xue; Qi Deng; Yinyu Ye

2024 ICML ICML 2024

A Single-Loop Robust Policy Gradient Method for Robust Markov Decision Processes

Abstract

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🌉 Interdisciplinary Bridge - Mathematics & Optimization and Reinforcement Learning

Authors

Zhenwei Lin, Chenyu Xue, Qi Deng, Yinyu Ye

Topics

Reinforcement Learning > Methods > Policy Learning Mathematics & Optimization > Optimization > Continuous Optimization Mathematics & Optimization > Optimization > Optimization

Keywords

convergence global optimality gradient dominance minimax formulation rmdps robust policy gradient

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