Publications

2024

1. NeurIPS

   LibMOON: A Gradient-based MultiObjective OptimizatioN Library in PyTorch

   Xiaoyuan Zhang*, Liang Zhao*, Yingying Yu*, and 4 more authors

   Advances in Neural Information Processing Systems, 2024
2. TETCI

   PMGDA: A Preference-based Multiple Gradient Descent Algorithm

   Xiaoyuan Zhang, Xi Lin, and Qingfu Zhang

   IEEE Transactions on Emerging Topics in Computational Intelligence, 2024
3. NeurIPS

   Panacea: Pareto Alignment via Preference Adaptation for LLMs

   Yifan Zhong*, Chengdong Ma*, Xiaoyuan Zhang*, and 4 more authors

   Advances in Neural Information Processing Systems, 2024
4. NeurIPS

   Gliding over the Pareto Front with Uniform Designs

   Xiaoyuan Zhang, Li Genghui, Xi Lin, and 3 more authors

   Advances in Neural Information Processing Systems, 2024

2023

1. NeurIPS

   Hypervolume maximization: A geometric view of pareto set learning

   Xiaoyuan Zhang, Xi Lin, Bo Xue, and 2 more authors

   Advances in Neural Information Processing Systems, 2023

2022