Fu-Sheng Hao

SAVLA: Symmetry-Aware Vision-Language-Action Models for Robotic Manipulation

Vision-language-action (VLA) models have become the dominant paradigm for language-conditioned robot manipulation. However, although images and language instructions inherently encode geometric information, VLAs acquire their spatial competence purely from demonstrations. As a result, they are reliable only within the...