Privileged Foresight Distillation: Zero-Cost Future Correction for World Action Models

Pengcheng Fang, Hongli Chen, Xiaohao Cai

World action models jointly predict future video and action during training, raising an open question about what role the future-prediction branch actually plays. A recent finding…