arxivcs.LG2026-07-20
DiFA: Inference-Time Forward-Process Alignment for Diffusion Models
The prevailing inference framework for diffusion models formulates generation fundamentally as a problem of numerical integration. This perspective casts the model as an exact estimator, neglecting the inherent statistical uncertainty of the denoising process. In this work, we pr…