Does Adversarial Training Improve Generalization in Multi-View VLAs? Revealing and Mitigating View Collapse

Futa Waseda, Shuhei Kurita, Isao Echizen

Vision-language-action (VLA) models adapt pretrained vision-language models (VLMs) for closed-loop robot control, transferring their perceptual and semantic capabilities to action…