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.