Weiting Peng

Act to See, See to Act: Diffusion-Driven Perception-Action Interplay for Adaptive Policies

Existing imitation learning methods decouple perception and action, which overlooks the causal reciprocity between sensory representations and action execution that humans naturally leverage for adaptive behaviors. To bridge this gap, we introduce Action-Guided Diffusion Policy (DP-AG), a unified re…