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Yu Liu

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#reinforcement learning Sep 2026

Deep Reinforcement Learning with State Uncertainty Estimation for Continuous Control of Dynamic Complex Systems

A Deep Reinforcement Learning framework for Continuous Control with State Uncertainty Estimation based on the Multi-Agent Policy Collaborative Optimization (MAPCO) mechanism is proposed, enabling robust state representation and stable policy optimization through distributed information exchange.

Yuan-Bo Su, Yu Liu · Advances in Complex Systems · 0 citations