VITA: Zero-Shot Value Functions via Test-Time Adaptation of Vision-Language Models

Christos Ziakas, Alessandra Russo

Vision-Language Models (VLMs) show promise as zero-shot goal-conditioned value functions, but their frozen pre-trained representations limit generalization and temporal reasoning.…