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Huakang Lu

2 accepted papers

2025

Constrained Offline Black-Box Optimization via Risk Evaluation and Management

AAAI 2025technical

Offline black-box optimization aims to identify the optimal solution of a black-box objective function under the guidance of a surrogate model constructed solely from a pre-collected dataset. It is commonly used in industrial scenarios, which often involve constraints, i.e., constrained offline opti…

Cited by 1SourcePDFScholar
2025

SOO-Bench: Benchmarks for Evaluating the Stability of Offline Black-Box Optimization

ICLR 2025poster

Black-box optimization aims to find the optima through building a model close to the black-box objective function based on function value evaluation. However, in many real-world tasks, such as the design of molecular formulas and mechanical structures, it is perilous, costly, or even infeasible to e…