WAM-OPD: Sharpening World Action Models via On-Policy Distillation.

arXiv:2609.34250v1 Announce Type: cross Abstract: Pretrained world action models (WAMs) provide generalist capabilities across diverse robotic manipulation tasks, yet improving target-task performance to an expert level without degrading pretrained skills rema