FOCA: Future-Oriented Conditioning for Data-Efficient Vision-Language-Action Adaptation

Duc Minh Nguyen, Nghiem Tuong Diep, Binh Gia Nguyen +20

Vision-Language-Action (VLA) models enable general-purpose robotic control via large-scale multimodal pretraining, yet their effectiveness under few-shot imitation learning remains…