VTLA: Vision-Tactile-Language-Action Model with Preference Learning for Insertion Manipulation

VTLA integrates vision, touch, language, and action for contact-rich insertion. Vision-guided temporal token enhancement and preference learning improve generalization and enable direct Sim2Real transfer.