Information-Theoretic Constraints for Continual Vision-Language-Action Alignment

Libang Zhao, Qixin Zeng, Hongyin Zhang +1

When deployed in open-ended robotic environments, Vision--Language--Action (VLA) models need to continually acquire new skills, yet suffer from severe catastrophic forgetting. We o…