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Shihan Sun

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Review Open access Aug 2026

Reinforcement Learning for Diffusion Policies in Robotics: A Survey and State-Based Locomotion Reproduction

Diffusion policies model multimodal robot action sequences, but behavioral cloning does not directly optimize task return. We present a structured scoping review of reinforcement learning for generative robot policies and a bounded state-based locomotion reproduction. Four documented routes yielded 178 records, 162 uni...

Shihan Sun, Yinlong Liu · 0 citations

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