VANE: Reliable Test-Time Training for Vision-Language-Action Models via Future Visual Representation Prediction

Hongjin Ji, Guoyang Xia, Luoyang Sun +2

Test-time training (TTT) offers a lightweight way to adapt vision--language--action (VLA) policies from unlabeled deployment streams, but it remains difficult to use reliably in cl…