VLA-Rolling: Reusing Action Tails to Improve VLA Control with Fewer Denoising Steps

VLA-Rolling is a lightweight inference framework that reuses the action tails discarded during rolling planning by flow-matching VLA models. Through three stages—action-tail inheritance, per-action confidence estimation, and renoising with denoising step allocation—it reuses denoising progress while keeping the underlying VLA frozen.