Cognitive Action Reasoning for Proactive Robots from Human-Centered Multimodal Observations

Robots operating in human-centered environments are typically designed to execute explicit instructions, and most robot-learning datasets likewise pair observations with task instructions or low-level actions. Although recent work has begun to explore proactive embodied assistance, existing resource