| 2026 | AAAI | U2B: Scale-unbiased Representation Converter for Graph Classification with Imbalanced and Balanced Scale Distributions. | Guanjun Wang, Jianhao Zhang, Jiaming Ma, Sheng Huang, Pengkun Wang, Zhengyang Zhou, Binwu Wang, Yang Wang |
| 2026 | ACL | Augur: Modeling Covariate Causal Associations in Time Series via Large Language Models. | Zhiqing Cui, Binwu Wang, Qingxiang Liu, Yeqiang Wang, Zhengyang Zhou, Yuxuan Liang, Yang Wang |
| 2026 | WWW | We Need a More Robust Classifier: Dual Causal Learning Empowers Domain-Incremental Time Series Classification. | Zhipeng Liu, Peibo Duan, Xuan Tang, Haodong Jing, Mingyang Geng, Yongsheng Huang, Jialu Xu, Bin Zhang, Binwu Wang |
| 2026 | WWW | QuiZSF: A Retrieval-Augmented Framework for Zero-Shot Time Series Forecasting. | Shichao Ma, Zhengyang Zhou, Qihe Huang, Binwu Wang, Yang Wang |
| 2025 | ICASSP | Spatiotemporal Causal Decoupling Model for Air Quality Forecasting. | Jiaming Ma, Guanjun Wang, Sheng Huang, Kuo Yang, Binwu Wang, Pengkun Wang, Yang Wang |
| 2025 | ICASSP | Time-Space-Interlaced Spatiotemporal Graph Forecasting via Two-Stage Summarized Attention. | Zhaoyang Sun, Yudong Zhang, Xuan Yu, Kai Wang, Binwu Wang, Yang Wang, Xu Wang |
| 2025 | ICML | Robust Spatio-Temporal Centralized Interaction for OOD Learning. | Jiaming Ma, Binwu Wang, Pengkun Wang, Zhengyang Zhou, Xu Wang, Yang Wang |
| 2025 | IJCAI | Causal Learning Meet Covariates: Empowering Lightweight and Effective Nationwide Air Quality Forecasting. | Jiaming Ma, Zhiqing Cui, Binwu Wang, Pengkun Wang, Zhengyang Zhou, Zhe Zhao, Yang Wang |
| 2024 | AAAI | Towards Dynamic Spatial-Temporal Graph Learning: A Decoupled Perspective. | Binwu Wang, Pengkun Wang, Yudong Zhang, Xu Wang, Zhengyang Zhou, Lei Bai, Yang Wang |
| 2024 | ICASSP | Gradient Reactivation Enhanced Causal Attention for Out-Of-Distribution Generalizable Graph Classification. | Xu Wang, Pengfei Gu, Yudong Zhang, Binwu Wang, Pengkun Wang, Yang Wang |
| 2024 | ICASSP | Graph Networks Stand Strong: Enhancing Robustness via Stability Constraints. | Zhe Zhao, Pengkun Wang, Haibin Wen, Yudong Zhang, Binwu Wang, Yang Wang |
| 2024 | ICLR | Kill Two Birds with One Stone: Rethinking Data Augmentation for Deep Long-tailed Learning. | Binwu Wang, Pengkun Wang, Wei Xu, Xu Wang, Yudong Zhang, Kun Wang, Yang Wang |
| 2024 | IJCAI | Make Bricks with a Little Straw: Large-Scale Spatio-Temporal Graph Learning with Restricted GPU-Memory Capacity. | Binwu Wang, Pengkun Wang, Zhengyang Zhou, Zhe Zhao, Wei Xu, Yang Wang |
| 2024 | KDD | STONE: A Spatio-temporal OOD Learning Framework Kills Both Spatial and Temporal Shifts. | Binwu Wang, Jiaming Ma, Pengkun Wang, Xu Wang, Yudong Zhang, Zhengyang Zhou, Yang Wang |
| 2024 | WWW | When Imbalance Meets Imbalance: Structure-driven Learning for Imbalanced Graph Classification. | Wei Xu, Pengkun Wang, Zhe Zhao, Binwu Wang, Xu Wang, Yang Wang |
| 2023 | DASFAA | Long-Tailed Time Series Classification via Feature Space Rebalancing. | Pengkun Wang, Xu Wang, Binwu Wang, Yudong Zhang, Lei Bai, Yang Wang |
| 2023 | DASFAA | A Knowledge-Driven Memory System for Traffic Flow Prediction. | Binwu Wang, Yudong Zhang, Pengkun Wang, Xu Wang, Lei Bai, Yang Wang |
| 2023 | KDD | Pattern Expansion and Consolidation on Evolving Graphs for Continual Traffic Prediction. | Binwu Wang, Yudong Zhang, Xu Wang, Pengkun Wang, Zhengyang Zhou, Lei Bai, Yang Wang |
| 2023 | KDD | An Observed Value Consistent Diffusion Model for Imputing Missing Values in Multivariate Time Series. | Xu Wang, Hongbo Zhang, Pengkun Wang, Yudong Zhang, Binwu Wang, Zhengyang Zhou, Yang Wang |
| 2023 | SDM | Towards Learning in Grey Spatiotemporal Systems: A Prophet to Non-consecutive Spatiotemporal Dynamics. | Zhengyang Zhou, Kuo Yang, Wei Sun, Binwu Wang, Min Zhou, Yunan Zong, Yang Wang |
| 2022 | ICDM | Countering Modal Redundancy and Heterogeneity: A Self-Correcting Multimodal Fusion. | Pengkun Wang, Xu Wang, Binwu Wang, Yudong Zhang, Lei Bai, Yang Wang |
| 2022 | WSDM | CMT-Net: A Mutual Transition Aware Framework for Taxicab Pick-ups and Drop-offs Co-Prediction. | Yudong Zhang, Binwu Wang, Ziyang Shan, Zhengyang Zhou, Yang Wang |