2024
Efficient Pareto Manifold Learning with Low-Rank Structure
Weiyu Chen, James Kwok
International Conference on Machine Learning (ICML) 2024 Spotlight (3.5%)
Multi-Resolution Diffusion Models for Time Series Forecasting
Lifeng Shen, Weiyu Chen, James Kwok
International Conference on Learning Representations (ICLR) 2024
2023
Enhancing Meta Learning via Multi-Objective Soft Improvement Functions
Runsheng Yu, Weiyu Chen, Xinrun Wang, James Kwok
International Conference on Learning Representations (ICLR) 2023
2022
HV-Net: Hypervolume Approximation based on DeepSets
Ke Shang*, Weiyu Chen*, Weiduo Liao, Hisao Ishibuchi (* equal contribution)
IEEE Transactions on Evolutionary Computation 2022
Multi-Objective Deep Learning with Adaptive Reference Vectors
Weiyu Chen, James Kwok
Conference on Neural Information Processing Systems (NeurIPS) 2022
2021
Fast Greedy Subset Selection from Large Candidate Solution Sets in Evolutionary Multi-objective Optimization
Weiyu Chen, Hisao Ishibuchi, Ke Shang
IEEE Transactions on Evolutionary Computation 2021