WAM-OPD: Joint Video-Action Supervision for World Action Model Post-Training with On-Policy Distillation
WAM-OPD is a post-training method for video-first World Action Models (WAMs) that fixes performance drops when students are rapidly trained. It trains students by having them explore environments to generate histories, then uses a frozen teacher to provide dense supervision on those visited histories, improving task success rates.