See Once, Then Act: Vision-Language-Action Model with Task Learning from One-Shot Video Demonstrations

arXiv · 2025-12-08 · Low-Level Learning-Based Action Modelling / Input Modelling / 2D Vision Language Action Models for Generalization / Test-time Adaptation