Entropy-Based Dimension-Free Convergence and Loss-Adaptive Schedules for Diffusion Models

Ahmad Aghapour, Erhan Bayraktar, Ziqing Zhang

Diffusion generative models synthesize samples by discretizing reverse-time dynamics driven by a learned score (or denoiser). Existing convergence analyses of diffusion models typi…