Breaking the Vision-Action Shortcut: Latent Interface Training for Generalizable Robotics Foundation Models

Jianman Lin, Shailesh Shailesh, Zhongyi Luo +1

Robot foundation models achieve strong in-distribution performance but often degrade under visual distribution shifts. When learning to generate actions from pretrained visual repr…