PPaperPicks

Zhengyang Zhou

36 papers at tracked venues · 29 at CORE A* · active 2024–2026

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Venues

AAAI ×8NeurIPS ×6WWW ×6IJCAI ×5ICML ×4ACL ×2ICDE ×1ICRA ×1SIGKDD ×1VLDB ×1WSDM ×1

Frequent coauthors

Yang Wang
×30
Qihe Huang
×14
Binwu Wang
×12
Xu Wang
×12
Kuo Yang
×11
Pengkun Wang
×10
Jiaming Ma
×7
Zhongchao Yi
×5
Yudong Zhang
×5
Yuxuan Liang
×4
Yang Wang
×3
Wenjie Du
×3

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. DualGR: Generative Retrieval with Long and Short-Term Interests Modeling
    WWW 2026 ·
    Zhongchao Yi
    ,
    Kai Feng
    ,
    Xiaojian Ma
    ,
    Yalong Wang
    ,
    Yongqi Liu
    ,
    Han Li
    , Zhengyang Zhou,
    Yang Wang
  3. MSAnchor: De Novo Molecular Generation from Mass Spectrometry Data with Anchor-Extended Molecular Scaffolds
    AAAI 2026 ·
    Xiaohan Qin
    ,
    Chao Wang
    , Zhengyang Zhou,
    Linjiang Chen
    ,
    Wenjie Du
    ,
    Yang Wang
  4. QuiZSF: A Retrieval-Augmented Framework for Zero-Shot Time Series Forecasting
    WWW 2026 ·
    Shichao Ma
    , Zhengyang Zhou,
    Qihe Huang
    ,
    Binwu Wang
    ,
    Yang Wang
  5. TSPO: Breaking the Double Homogenization Dilemma in Multi-turn Search Policy Optimization
    ACL 2026 ·
    Shichao Ma
    ,
    Zhiyuan Ma
    ,
    Ming Yang
    ,
    Xiaofan Li
    ,
    Xing Wu
    ,
    Jintao Du
    ,
    Yu Cheng
    ,
    Weiqiang Wang
    ,
    Qiliang Liu
    , Zhengyang Zhou,
    Yang Wang
  6. Talk2Image: A Multi-Agent System for Multi-Turn Image Generation and Editing
    AAAI 2026 ·
    Shichao Ma
    ,
    Yunhe Guo
    ,
    Jiahao Su
    ,
    Qihe Huang
    , Zhengyang Zhou,
    Yang Wang
  7. 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
  8. 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
  9. 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
  10. DIFFODE: Neural ODE with Differentiable Hidden State for Irregular Time Series Analysis
    ICDE 2025 ·
    Yudong Zhang
    ,
    Xu Wang
    ,
    Xuan Yu
    , Zhengyang Zhou,
    Xing Xu
    ,
    Lei Bai
    ,
    Yang Wang
  11. Do We Really Need GCNs in Traffic Forecasting? A Graph-Less Pure-MLP Architecture
    WWW 2025 ·
    Yudong Zhang
    ,
    Xu Wang
    ,
    Xuan Yu
    ,
    Kuo Yang
    , Zhengyang Zhou,
    Yang Wang
  12. Enhancing Graph Invariant Learning from a Negative Inference Perspective
    ICML 2025 ·
    Kuo Yang
    , Zhengyang Zhou,
    Qihe Huang
    ,
    Wenjie Du
    ,
    Limin Li
    ,
    Wu Jiang
    ,
    Yang Wang
  13. Enhancing the Maximum Effective Window for Long-Term Time Series Forecasting
    NeurIPS 2025 ·
    Jiahui Zhang
    , Zhengyang Zhou,
    Wenjie Du
    ,
    Yang Wang
  14. Exploiting Language Power for Time Series Forecasting with Exogenous Variables
    WWW 2025 ·
    Qihe Huang
    , Zhengyang Zhou,
    Kuo Yang
    ,
    Yang Wang
  15. FedSTG: Breaking through Spatio-Temporal Data Silos with Federated Graph Learning
    WWW 2025 ·
    Yudong Zhang
    ,
    Xu Wang
    ,
    Xuan Yu
    ,
    Kuo Yang
    , Zhengyang Zhou,
    Yang Wang
  16. LamPro: Multi-Prototype Representation Learning for Enhanced Visual Pattern Recognition
    ICRA 2025 ·
    Ji Qi
    ,
    Wei Sun
    ,
    Qihe Huang
    , Zhengyang Zhou,
    Yang Wang
  17. 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
  18. 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
  19. 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
  20. Revealing Concept Shift in Spatio-Temporal Graphs via State Learning
    IJCAI 2025 ·
    Kuo Yang
    ,
    Yunhe Guo
    ,
    Qihe Huang
    , Zhengyang Zhou,
    Yang Wang
  21. Robust Spatio-Temporal Centralized Interaction for OOD Learning
    ICML 2025 ·
    Jiaming Ma
    ,
    Binwu Wang
    ,
    Pengkun Wang
    , Zhengyang Zhou,
    Xu Wang
    ,
    Yang Wang
  22. SynEVO: A neuro-inspired spatiotemporal evolutional framework for cross-domain adaptation
    ICML 2025 ·
    Jiayue Liu
    ,
    Zhongchao Yi
    , Zhengyang Zhou,
    Qihe Huang
    ,
    Kuo Yang
    ,
    Xu Wang
    ,
    Yang Wang
  23. TimeBase: The Power of Minimalism in Efficient Long-term Time Series Forecasting
    ICML 2025 ·
    Qihe Huang
    , Zhengyang Zhou,
    Kuo Yang
    ,
    Zhongchao Yi
    ,
    Xu Wang
    ,
    Yang Wang
  24. A Twist for Graph Classification: Optimizing Causal Information Flow in Graph Neural Networks
    AAAI 2024 ·
    Zhe Zhao
    ,
    Pengkun Wang
    ,
    Haibin Wen
    ,
    Yudong Zhang
    , Zhengyang Zhou,
    Yang Wang
  25. CreST: A Credible Spatiotemporal Learning Framework for Uncertainty-aware Traffic Forecasting
    WSDM 2024 · Zhengyang Zhou,
    Jiahao Shi
    ,
    Hongbo Zhang
    ,
    Qiongyu Chen
    ,
    Xu Wang
    ,
    Hongyang Chen
    ,
    Yang Wang
  26. Earthfarsser: Versatile Spatio-Temporal Dynamical Systems Modeling in One Model
    AAAI 2024 ·
    Hao Wu
    ,
    Yuxuan Liang
    ,
    Wei Xiong
    , Zhengyang Zhou,
    Wei Huang
    ,
    Shilong Wang
    ,
    Kun Wang
  27. Get Rid of Isolation: A Continuous Multi-task Spatio-Temporal Learning Framework
    NeurIPS 2024 ·
    Zhongchao Yi
    , Zhengyang Zhou,
    Qihe Huang
    ,
    Yanjiang Chen
    ,
    Liheng Yu
    ,
    Xu Wang
    ,
    Yang Wang
  28. HDMixer: Hierarchical Dependency with Extendable Patch for Multivariate Time Series Forecasting
    AAAI 2024 ·
    Qihe Huang
    ,
    Lei Shen
    ,
    Ruixin Zhang
    ,
    Jiahuan Cheng
    ,
    Shouhong Ding
    , Zhengyang Zhou,
    Yang Wang
  29. Improving Generalization of Dynamic Graph Learning via Environment Prompt
    NeurIPS 2024 ·
    Kuo Yang
    , Zhengyang Zhou,
    Qihe Huang
    ,
    Limin Li
    ,
    Yuxuan Liang
    ,
    Yang Wang
  30. LeRet: Language-Empowered Retentive Network for Time Series Forecasting
    IJCAI 2024 ·
    Qihe Huang
    , Zhengyang Zhou,
    Kuo Yang
    ,
    Gengyu Lin
    ,
    Zhongchao Yi
    ,
    Yang Wang
  31. 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
  32. NondBREM: Nondeterministic Offline Reinforcement Learning for Large-Scale Order Dispatching
    AAAI 2024 ·
    Hongbo Zhang
    ,
    Guang Wang
    ,
    Xu Wang
    , Zhengyang Zhou,
    Chen Zhang
    ,
    Zheng Dong
    ,
    Yang Wang
  33. 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
  34. Scenario-Driven Cyber-Physical-Social System: Intelligent Workflow Generation Based on Capability
    WWW 2024 ·
    Yi Li
    ,
    Xinkui Zhao
    ,
    Chen Chen
    ,
    Shengye Pang
    , Zhengyang Zhou,
    Jianwei Yin
  35. 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
  36. Towards Robust Trajectory Representations: Isolating Environmental Confounders with Causal Learning
    IJCAI 2024 ·
    Kang Luo
    ,
    Yuanshao Zhu
    ,
    Wei Chen
    ,
    Kun Wang
    , Zhengyang Zhou,
    Sijie Ruan
    ,
    Yuxuan Liang