2026
Support-Proximity Augmented Diffusion Estimation for Offline Black-Box Optimization
ICML 2026poster
Offline black-box optimization aims to discover novel designs with high property scores using only a static dataset, a task fundamentally challenged by the out-of-distribution (OOD) extrapolation problem. Existing approaches typically bifurcate into inverse methods, which struggle with the ill-posed…