DiffusionOPD: A Unified Perspective of On-Policy Distillation in Diffusion Models

DiffusionOPD is an online policy distillation framework for multi-task diffusion alignment that trains task-specific teachers and distills their capabilities into a unified student using a closed-form KL objective, outperforming multi-reward RL baselines across aesthetics, OCR, and GenEval.