PAIR: Bridging Perception and Action in Vision-Language-Action Models

PAIR learns a shared representation between perception and action for continuous-action vision-language-action models, improving the performance of OpenVLA-OFT and VLA-Adapter on LIBERO, LIBERO-Plus, CALVIN ABC-D, and seven real-world tasks.