| Frequency-domain MLPs are More Effective Learners in Time Series Forecasting K Yi, Q Zhang, W Fan, S Wang, P Wang, H He, D Lian, N An, L Cao, Z Niu Advances in Neural Information Processing Systems (NeurIPS), 2023 | 143 | 2023 |
| FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective K Yi, Q Zhang, W Fan, H He, L Hu, P Wang, N An, L Cao, Z Niu Advances in Neural Information Processing Systems (NeurIPS), 2023 | 96 | 2023 |
| Dish-TS: A General Paradigm for Alleviating Distribution Shift in Time Series Forecasting W Fan, P Wang, D Wang, D Wang, Y Zhou, Y Fu Proceedings of the AAAI Conference on Artificial Intelligence (AAAI) 37 (6 …, 2023 | 72 | 2023 |
| DEPTS: Deep Expansion Learning for Periodic Time Series Forecasting W Fan, S Zheng, X Yi, W Cao, Y Fu, J Bian, TY Liu International Conference on Learning Representations (ICLR), 2022 | 68 | 2022 |
| AutoFS: Automated Feature Selection via Diversity-Aware Interactive Reinforcement Learning W Fan, K Liu, H Liu, P Wang, Y Ge, Y Fu 2020 IEEE International Conference on Data Mining (ICDM), 1008-1013, 2020 | 55 | 2020 |
| A Survey on Deep Learning based Time Series Analysis with Frequency Transformation K Yi, Q Zhang, L Cao, S Wang, G Long, L Hu, H He, Z Niu, W Fan, ... arXiv preprint arXiv:2302.02173, 2023 | 48* | 2023 |
| Interactive reinforcement learning for feature selection with decision tree in the loop W Fan, K Liu, H Liu, Y Ge, H Xiong, Y Fu IEEE Transactions on Knowledge and Data Engineering 35 (2), 1624-1636, 2021 | 39 | 2021 |
| Simplifying Reinforced Feature Selection via Restructured Choice Strategy of Single Agent X Zhao, K Liu, W Fan, L Jiang, X Zhao, M Yin, Y Fu 2020 IEEE International conference on data mining (ICDM), 871-880, 2020 | 25 | 2020 |
| Fair Graph Auto-Encoder for Unbiased Graph Representations with Wasserstein Distance W Fan, K Liu, R Xie, H Liu, H Xiong, Y Fu 2021 IEEE International Conference on Data Mining (ICDM), 1054-1059, 2021 | 23 | 2021 |
| PTaRL: Prototype-based Tabular Representation Learning via Space Calibration H Ye, W Fan, X Song, S Zheng, H Zhao, D dan Guo, Y Chang International Conference on Learning Representations (ICLR), 2024 | 16 | 2024 |
| AutoGFS: Automated Group-based Feature Selection via Interactive Reinforcement Learning W Fan, K Liu, H Liu, A Hariri, D Dou, Y Fu Proceedings of the 2021 SIAM International Conference on Data Mining (SDM …, 2021 | 14 | 2021 |
| Graph Soft-Contrastive Learning via Neighborhood Ranking Z Ning, P Wang, P Wang, Z Qiao, W Fan, D Zhang, Y Du, Y Zhou arXiv preprint arXiv:2209.13964, 2022 | 12 | 2022 |
| TranSHER: Translating Knowledge Graph Embedding with Hyper-Ellipsoidal Restriction Y Li, W Fan, C Liu, C Lin, J Qian Proceedings of the Conference on Empirical Methods in Natural Language …, 2022 | 10 | 2022 |
| Deep Frequency Derivative Learning for Non-stationary Time Series Forecasting W Fan, K Yi, H Ye, Z Ning, Q Zhang, N An International Joint Conference on Artificial Intelligence (IJCAI), 2024 | 9 | 2024 |
| Multi-Graph Convolutional Recurrent Network for Fine-Grained Lane-Level Traffic Flow Imputation J Ming, L Zhang, W Fan, W Zhang, Y Mei, W Ling, H Xiong 2022 IEEE International Conference on Data Mining (ICDM), 348-357, 2022 | 8 | 2022 |
| IN-Flow: Instance Normalization Flow for Non-stationary Time Series Forecasting W Fan, S Zheng, P Wang, R Xie, K Yi, Q Zhang, J Bian, Y Fu Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery & Data …, 2025 | 5* | 2025 |
| FilterNet: Harnessing Frequency Filters for Time Series Forecasting K Yi, J Fei, Q Zhang, H He, S Hao, D Lian, W Fan Advances in Neural Information Processing Systems (NeurIPS), 2024 | 5 | 2024 |
| FedGCS: A Generative Framework for Efficient Client Selection in Federated Learning via Gradient-based Optimization Z Ning, C Tian, M Xiao, W Fan, P Wang, L Li, P Wang, Y Zhou International Joint Conference on Artificial Intelligence (IJCAI), 2024 | 5 | 2024 |
| HyDiscGAN: A Hybrid Distributed cGAN for Audio-Visual Privacy Preservation in Multimodal Sentiment Analysis Z Wu, Q Zhang, D Miao, K Yi, W Fan, L Hu International Joint Conference on Artificial Intelligence (IJCAI), 2024 | 5 | 2024 |
| Dual-stage Flows-based Generative Modeling for Traceable Urban Planning X Hu, W Fan, D Wang, P Wang, Y Li, Y Fu Proceedings of the 2024 SIAM International Conference on Data Mining (SDM …, 2024 | 5 | 2024 |