Task-Prototype Guided Flow Matching for Few-Shot Generalization in Vision-Language Robot Manipulation

Yizhao Wang, Guantao Zhang, Jingbo Wang

Vision-language robot manipulation policies can follow semantic instructions, but adapting them to a new procedure from only a few demonstrations remains difficult because language…