VLA-Rolling: Fewer Denoising Steps, Better Control via Adaptive Action Reuse

Sicheng He, Yi Pan, Qiuting Yu +10

Flow-matching vision-language-action (VLA) models generate an action chunk by iteratively denoising Gaussian noise, but typically execute only a short prefix before replanning with…