Fine-tunes diffusion generative models with online reinforcement learning via Aggregation-First Reward Tilting (DiffusionART): it aggregates per-prompt rewards into a shared reward-improving direction and adds a trust-region restoration update to replace EMA, improving training stability and GPU efficiency for image and video generation.