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Han Fang

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Preprint Oct 2026

OneDemo: Unified Policy Learning and Data Generation from a Single Demonstration

OneDemo is introduced, a reinforcement learning framework that learns to edit a single successful demonstration for new task configurations, and shows that learning to edit a single successful demonstration provides a structured and effective basis for both policy learning and scalable demonstration generation.

Ying-Tao Qian, Jian-Shu Hu, Han Fang et al. · 0 citations

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