Echo: Coupled Action and Task Status Signal Denoising for Vision Language Action Models

Yufeng Liu, Bohao Fan, Juntu Zhao +11

Recognizing task completion and failure enables robots to stop upon success and initiate recovery or replanning after failure. Existing methods augment Vision Language Action (VLA)…