Machine Heart

Apr 10, 2026 · Artificial Intelligence

AdaGen: Enabling Adaptive, Data‑Driven Strategies for Image Generation Models

AdaGen replaces handcrafted static schedules in multi‑step image generators with a universal, learnable policy network trained via reinforcement learning, using an MDP formulation, adversarial rewards and action smoothing, achieving consistent quality and efficiency gains across diffusion, autoregressive, mask and flow models while adding negligible overhead.