Meng-Hao Yin

TS-WAM: Temporal Latent Actions and World-Action Coupling for Vision-Language Robot Control

Many vision-language-action policies rely on action-labeled robot demonstrations and lack an explicit mechanism for predicting future visual states. These limitations hinder learning from action-free videos and can encourage overfitting to demonstration conditions, weakening generalization and robustness. We present TS...