WA-SpecDec: World-Aware Speculative Decoding for Vision-Language-Action Models

Zikang Wen, Yuning Zhang, Dong Yuan

Vision-language-action (VLA) policies generate robot controls autoregressively, making closed-loop latency dominated by repeated target-model forward passes. Speculative decoding r…