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Sijie Ma

2 accepted papers

2026

Evolution of Benchmark: Black-Box Optimization Benchmark Design through Large Language Model

ICML 2026poster

Benchmark Design in Black-Box Optimization (BBO) is a fundamental yet open-ended topic. Early BBO benchmarks are predominantly human-crafted, introducing expert bias and constraining diversity. Automating this design process can relieve the human-in-the-loop burden while enhancing diversity and obje…

Cited by 0SourceScholar
2025

MetaBox-v2: A Unified Benchmark Platform for Meta-Black-Box Optimization

NeurIPS 2025poster

Meta-Black-Box Optimization (MetaBBO) streamlines the automation of optimization algorithm design through meta-learning. It typically employs a bi-level structure: the meta-level policy undergoes meta-training to reduce the manual effort required in developing algorithms for low-level optimization t…

Cited by 0SourcecodeScholar