2 papers
math.OC2026
Anchored Scenario Coverage for Failure-Aware First-Hit Batch Inverse Design
Chuhan Yang, Chenxi Wang, Linhan Wu +1
Early discovery of at least one valid design satisfying a target requirement is a central objective in failure-prone closed-loop inverse design. A natural batch baseline ranks cand…
cond-mat.mtrl-sci2026
MatFormBench: A Benchmarking Evaluation Framework for Target-Driven Materials Formulation
Linhan Wu, Chenxi Wang, Chuhan Yang +2
Inverse design of materials has significantly advanced target-driven formulation optimization, yet existing materials machine learning benchmarks remain limited to forward property…