Learning design-score manifold to guide diffusion models for offline optimization
In this section, we first introduce preliminaries on offline optimization, the basics of diffusion models, baseline methods and performance metrics....
optimization
Novel machine learning driven design strategy for high strength Zn Alloys optimization with multiple constraints
Alloy performance dataset and data distributionIn this work, three datasets were constructed based on laboratory test data, relevant literature32,33,34,35,36,37,38,39,40,41,42, and...
