Preprint Open access
ManifoldCache: Training-Free Diffusion Acceleration via Constraint Manifold Caching
Diffusion models for structured scientific generation must produce samples satisfying hard geometric constraints imposed by physics, chemistry, or biology, yet inference in these settings is prohibitively slow, demanding hundreds to thousands of neural-function evaluations per sample. We unify eight state-of-the-art mo …