Transport Discrepancy as a Reliability Signal for Vision-Language-Action Models

Wanpeng Zhang, Ye Wang, Hao Luo +6

Vision-language-action (VLA) models that generate continuous action chunks via flow matching lack an internal signal for judging whether a given prediction is reliable. Distributio…