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math.OC2025

Adversarial Reinforcement Learning: A Duality-Based Approach To Solving Optimal Control Problems

Nan Chen, Mengzhou Liu, Xiaoyan Wang +1

We propose an adversarial deep reinforcement learning (ADRL) algorithm for high-dimensional stochastic control problems. Inspired by the information relaxation duality, ADRL reform…