Haoandong Yang

ActivAsk: Free-Energy-Guided Clarification for Robotic Grasping Under Ambiguous Instructions

Service robots often receive natural language instructions in changing workspaces where multiple visible objects may match one description. Relying on detector confidence, random selection, or direct vision–language model (VLM) prediction can lead to a wrong action. This paper pr...