WAM-OPD: Joint Video-Action Supervision for World Action Model Post-Training with On-Policy Distillation

Liuhaichen Yang, Zhengyang Zhong, Zhuang Jiang +13

World Action Models (WAMs) generate both future video and robot actions, offering two connected outputs for post-training supervision. How can a pretrained WAM learn from a stronge…