Publications and citation

Cite the EvoMO paper when using the library in research, and the relevant algorithm paper when your work builds on that contribution.

EvoMO and tensorization

Zhenyu Liang, Hao Li, Naiwei Yu, Kebin Sun, and Ran Cheng. Bridging Evolutionary Multiobjective Optimization and GPU Acceleration via Tensorization. IEEE Transactions on Evolutionary Computation, 2025. Published paper · arXiv.

TensorNSGA-III

Hao Li, Zhenyu Liang, and Ran Cheng. GPU-accelerated Evolutionary Many-objective Optimization Using Tensorized NSGA-III. 2025 IEEE Congress on Evolutionary Computation (CEC), 2025, pp. 1–8. Published paper · arXiv.

TensorRVEA

Zhenyu Liang, Tao Jiang, Kebin Sun, and Ran Cheng. GPU-accelerated Evolutionary Multiobjective Optimization Using Tensorized RVEA. Proceedings of the Genetic and Evolutionary Computation Conference, 2024, pp. 566–575. Published paper · arXiv · Source code.

BibTeX

Download BibTeX.

@article{evomo,
  title = {Bridging Evolutionary Multiobjective Optimization and {GPU} Acceleration via Tensorization},
  author = {Liang, Zhenyu and Li, Hao and Yu, Naiwei and Sun, Kebin and Cheng, Ran},
  journal = {IEEE Transactions on Evolutionary Computation},
  year = 2025,
  doi = {10.1109/TEVC.2025.3555605}
}

@inproceedings{tensorNSGA3,
  author = {Li, Hao and Liang, Zhenyu and Cheng, Ran},
  booktitle = {2025 IEEE Congress on Evolutionary Computation (CEC)},
  title = {{GPU}-accelerated Evolutionary Many-objective Optimization Using Tensorized {NSGA-III}},
  year = {2025},
  pages = {1--8},
  doi = {10.1109/CEC65147.2025.11043108}
}

@inproceedings{tensorRVEA,
  author = {Liang, Zhenyu and Jiang, Tao and Sun, Kebin and Cheng, Ran},
  title = {{GPU}-accelerated Evolutionary Multiobjective Optimization Using Tensorized {RVEA}},
  booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference},
  year = {2024},
  pages = {566--575},
  doi = {10.1145/3638529.3654223}
}