Survey & Benchmarks

Survey Papers

Toward Automated Algorithm Design: A Survey and Practical Guide to Meta-Black-Box-Optimization Z. Ma, H. Guo, Y.-J. Gong*, J. Zhang, K. C. Tan,
IEEE Transactions on Evolutionary Computation (TEC), 2025
Paper | Awesome-MetaBBO Repository

Benchmarks

MetaBox: A Benchmark Platform for Meta-Black-Box Optimization with Reinforcement Learning Z. Ma, H. Guo, J. Chen, Z. Li, G. Peng, Y.-J. Gong*, Y. Ma, Z. Cao
Advances in Neural Information Processing Systems (NeurIPS), 2023
Paper | MetaBox Repository

SDDObench: A Benchmark for Streaming Data-Driven Optimization with Concept Drift Y. Zhong, X. Wang, Y. Sun, Y.-J. Gong*
Genetic and Evolutionary Computation Conference (GECCO), 2024
Paper | SDDObench Repository

MSTSP: Seeking Multiple Solutions of Combinatorial optimization Problems - A Proof of Principle Study T. Huang, Y.-J. Gong*, J. Zhang
IEEE Symposium Series on Computational Intelligence (SSCI), 2018
Paper | MSTSP Repository