Learning-from-Observation 2.0

Learning-from-Observation 2.0

Automatic Acquisition of Robot Behavior from Human Demonstration

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Erscheint vorauss. 4. Oktober 2025
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This book presents recent breakthroughs in the field of Learning-from-Observation (LfO) resulting from advancement in large language models (LLM) and reinforcement learning (RL) and positions it in the context of historical developments in the area. LfO involves observing human behaviors and generating robot actions that mimic these behaviors. While LfO may appear similar, on the surface, to Imitation Learning (IL) in the machine learning community and Programing-by-Demonstration (PbD) in the robotics community, a significant difference lies in the fact that these methods directly imitate huma...