Hao-Chen Han

Urgent Actions Go First: Urgency-Aware Denoising for Real-Time VLA Control

Diffusion and flow-matching Vision-Language-Action (VLA) policies generate action chunks through iterative denoising, incurring substantial inference latency that severely limits real-time robotic control. Existing acceleration methods treat an action chunk as a monolithic computational unit, ignoring a crucial physica...