Reasoning-aware Speculative Decoding for Efficient Vision-Language-Action Models in Autonomous Driving

Anh Dung Dinh, Simon Khan, Flora Salim

Modern Vision-Language-Action (VLA) planners for autonomous driving emit a chain-of-causation (CoC) reasoning step \emph{before} producing a trajectory. The reasoning is autoregres…