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Binwu Wang

17 papers at tracked venues · 15 at CORE A* · active 2024–2026

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Venues

NeurIPS ×4WWW ×3AAAI ×2IJCAI ×2ACL ×1ACM MM ×1ICLR ×1ICML ×1SIGKDD ×1VLDB ×1

Frequent coauthors

Yang Wang
×15
Zhengyang Zhou
×12
Pengkun Wang
×12
Jiaming Ma
×7
Xu Wang
×7
Zhe Zhao
×4
Qihe Huang
×3
Guanjun Wang
×3
Wei Xu
×3
Yudong Zhang
×3
Zhiqing Cui
×2
Zhipeng Liu
×2

Papers

  1. Augur: Modeling Covariate Causal Associations in Time Series via Large Language Models
    ACL 2026 ·
    Zhiqing Cui
    , Binwu Wang,
    Qingxiang Liu
    ,
    Yeqiang Wang
    ,
    Zhengyang Zhou
    ,
    Yuxuan Liang
    ,
    Yang Wang
  2. QuiZSF: A Retrieval-Augmented Framework for Zero-Shot Time Series Forecasting
    WWW 2026 ·
    Shichao Ma
    ,
    Zhengyang Zhou
    ,
    Qihe Huang
    , Binwu Wang,
    Yang Wang
  3. U2B: Scale-unbiased Representation Converter for Graph Classification with Imbalanced and Balanced Scale Distributions
    AAAI 2026 ·
    Guanjun Wang
    ,
    Jianhao Zhang
    ,
    Jiaming Ma
    ,
    Sheng Huang
    ,
    Pengkun Wang
    ,
    Zhengyang Zhou
    , Binwu Wang,
    Yang Wang
  4. We Need a More Robust Classifier: Dual Causal Learning Empowers Domain-Incremental Time Series Classification
    WWW 2026 ·
    Zhipeng Liu
    ,
    Peibo Duan
    ,
    Xuan Tang
    ,
    Haodong Jing
    ,
    Mingyang Geng
    ,
    Yongsheng Huang
    ,
    Jialu Xu
    ,
    Bin Zhang
    , Binwu Wang
  5. BiST: A Lightweight and Efficient Bi-directional Model for Spatiotemporal Prediction
    VLDB 2025 ·
    Jiaming Ma
    , Binwu Wang,
    Pengkun Wang
    ,
    Zhengyang Zhou
    ,
    Xu Wang
    ,
    Yang Wang
  6. Causal Learning Meet Covariates: Empowering Lightweight and Effective Nationwide Air Quality Forecasting
    IJCAI 2025 ·
    Jiaming Ma
    ,
    Zhiqing Cui
    , Binwu Wang,
    Pengkun Wang
    ,
    Zhengyang Zhou
    ,
    Zhe Zhao
    ,
    Yang Wang
  7. DisMS-TS: Eliminating Redundant Multi-scale Features for Time Series Classification
    ACM MM 2025 ·
    Zhipeng Liu
    ,
    Peibo Duan
    , Binwu Wang,
    Xuan Tang
    ,
    Qi Chu
    ,
    Changsheng Zhang
    ,
    Yongsheng Huang
    ,
    Bin Zhang
  8. Less but More: Linear Adaptive Graph Learning Empowering Spatiotemporal Forecasting
    NeurIPS 2025 ·
    Jiaming Ma
    , Binwu Wang,
    Guanjun Wang
    ,
    Kuo Yang
    ,
    Zhengyang Zhou
    ,
    Pengkun Wang
    ,
    Xu Wang
    ,
    Yang Wang
  9. Many Minds, One Goal: Time Series Forecasting via Sub-task Specialization and Inter-agent Cooperation
    NeurIPS 2025 ·
    Qihe Huang
    ,
    Zhengyang Zhou
    ,
    Yangze Li
    ,
    Kuo Yang
    , Binwu Wang,
    Yang Wang
  10. MoFo: Empowering Long-term Time Series Forecasting with Periodic Pattern Modeling
    NeurIPS 2025 ·
    Jiaming Ma
    , Binwu Wang,
    Qihe Huang
    ,
    Guanjun Wang
    ,
    Pengkun Wang
    ,
    Zhengyang Zhou
    ,
    Yang Wang
  11. Robust Spatio-Temporal Centralized Interaction for OOD Learning
    ICML 2025 ·
    Jiaming Ma
    , Binwu Wang,
    Pengkun Wang
    ,
    Zhengyang Zhou
    ,
    Xu Wang
    ,
    Yang Wang
  12. Kill Two Birds with One Stone: Rethinking Data Augmentation for Deep Long-tailed Learning
    ICLR 2024 · Binwu Wang,
    Pengkun Wang
    ,
    Wei Xu
    ,
    Xu Wang
    ,
    Yudong Zhang
    ,
    Kun Wang
    ,
    Yang Wang
  13. LLM-AutoDA: Large Language Model-Driven Automatic Data Augmentation for Long-tailed Problems
    NeurIPS 2024 ·
    Pengkun Wang
    ,
    Zhe Zhao
    ,
    Haibin Wen
    ,
    Fanfu Wang
    , Binwu Wang,
    Qingfu Zhang
    ,
    Yang Wang
  14. Make Bricks with a Little Straw: Large-Scale Spatio-Temporal Graph Learning with Restricted GPU-Memory Capacity
    IJCAI 2024 · Binwu Wang,
    Pengkun Wang
    ,
    Zhengyang Zhou
    ,
    Zhe Zhao
    ,
    Wei Xu
    ,
    Yang Wang
  15. STONE: A Spatio-temporal OOD Learning Framework Kills Both Spatial and Temporal Shifts
    SIGKDD 2024 · Binwu Wang,
    Jiaming Ma
    ,
    Pengkun Wang
    ,
    Xu Wang
    ,
    Yudong Zhang
    ,
    Zhengyang Zhou
    ,
    Yang Wang
  16. Towards Dynamic Spatial-Temporal Graph Learning: A Decoupled Perspective
    AAAI 2024 · Binwu Wang,
    Pengkun Wang
    ,
    Yudong Zhang
    ,
    Xu Wang
    ,
    Zhengyang Zhou
    ,
    Lei Bai
    ,
    Yang Wang
  17. When Imbalance Meets Imbalance: Structure-driven Learning for Imbalanced Graph Classification
    WWW 2024 ·
    Wei Xu
    ,
    Pengkun Wang
    ,
    Zhe Zhao
    , Binwu Wang,
    Xu Wang
    ,
    Yang Wang