论文与引用#

在研究中使用本库时请引用 EvoMO 主论文;若工作基于某篇算法论文的贡献,也请引用对应论文。

EvoMO 与张量化方法#

Zhenyu Liang、Hao Li、Naiwei Yu、Kebin Sun 和 Ran Cheng。 Bridging Evolutionary Multiobjective Optimization and GPU Acceleration via Tensorization. IEEE Transactions on Evolutionary Computation,2025。 正式论文 · arXiv。

TensorNSGA-III#

Hao Li、Zhenyu Liang 和 Ran Cheng。 GPU-accelerated Evolutionary Many-objective Optimization Using Tensorized NSGA-III. 2025 IEEE Congress on Evolutionary Computation (CEC),2025,第 1–8 页。 正式论文 · arXiv。

TensorRVEA#

Zhenyu Liang、Tao Jiang、Kebin Sun 和 Ran Cheng。 GPU-accelerated Evolutionary Multiobjective Optimization Using Tensorized RVEA. Proceedings of the Genetic and Evolutionary Computation Conference,2024,第 566–575 页。 正式论文 · arXiv · 源代码。

BibTeX#

下载 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}
}