PPaperPicks

Pengkun Wang

University of Science and Technology of China (USTC), Heifei, China

24 papers at tracked venues · 21 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0002-2680-4563 ↗

Venues

AAAI ×7NeurIPS ×6ICML ×3ICLR ×2IJCAI ×2CIKM ×1SIGKDD ×1VLDB ×1WWW ×1

Frequent coauthors

Yang Wang
×22
Zhe Zhao
×14
Binwu Wang
×12
Zhengyang Zhou
×10
Haibin Wen
×8
Xu Wang
×8
Jiaming Ma
×7
Qingfu Zhang
×6
Liheng Yu
×5
Yudong Zhang
×5
Wei Xu
×4
Di Wu
×3

Papers

  1. Learning Dynamics as Feedback: An Adaptive Entropy Flow Dynamics Framework for Long-tailed Human Action Recognition
    AAAI 2026 ·
    Yuan Dong
    ,
    Zhe Zhao
    ,
    Liheng Yu
    ,
    Di Wu
    , Pengkun Wang
  2. Rethinking Crystal Symmetry Prediction: A Decoupled Perspective
    AAAI 2026 ·
    Liheng Yu
    ,
    Zhe Zhao
    ,
    Xucong Wang
    ,
    Di Wu
    , Pengkun 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. Balancing Model Efficiency and Performance: Adaptive Pruner for Long-tailed Data
    ICML 2025 ·
    Zhe Zhao
    ,
    Haibin Wen
    , Pengkun Wang,
    Shuang Wang
    ,
    Zhenkun Wang
    ,
    Qingfu Zhang
    ,
    Yang 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. COFlowNet: Conservative Constraints on Flows Enable High-Quality Candidate Generation
    ICLR 2025 ·
    Yudong Zhang
    ,
    Xuan Yu
    ,
    Xu Wang
    ,
    Zhaoyang Sun
    ,
    Chen Zhang
    , Pengkun Wang,
    Yang Wang
  7. 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
  8. Deciphering the Extremes: A Novel Approach for Pathological Long-tailed Recognition in Scientific Discovery
    NeurIPS 2025 ·
    Zhe Zhao
    ,
    Haibin Wen
    ,
    Xianfu Liu
    ,
    Rui Mao
    , Pengkun Wang,
    Liheng Yu
    ,
    Linjiang Chen
    ,
    Bo An
    ,
    Qingfu Zhang
    ,
    Yang Wang
  9. 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
  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. Multi-label Self Knowledge Distillation
    AAAI 2025 ·
    Xucong Wang
    , Pengkun Wang,
    Shurui Zhang
    ,
    Miao Fang
    ,
    Yang Wang
  12. Robust Spatio-Temporal Centralized Interaction for OOD Learning
    ICML 2025 ·
    Jiaming Ma
    ,
    Binwu Wang
    , Pengkun Wang,
    Zhengyang Zhou
    ,
    Xu Wang
    ,
    Yang Wang
  13. STEM-LTS: Integrating Semantic-Temporal Dynamics in LLM-driven Time Series Analysis
    AAAI 2025 ·
    Zhe Zhao
    , Pengkun Wang,
    Haibin Wen
    ,
    Shuang Wang
    ,
    Liheng Yu
    ,
    Yang Wang
  14. TS-MOF: Two-Stage Multi-Objective Fine-tuning for Long-Tailed Recognition
    NeurIPS 2025 ·
    Zhe Zhao
    ,
    Zhiheng Gong
    , Pengkun Wang,
    Haibin Wen
    ,
    Cankun Guo
    ,
    Bo Xue
    ,
    Xi Lin
    ,
    Zhenkun Wang
    ,
    Qingfu Zhang
    ,
    Yang Wang
  15. 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
  16. Breaking Long-Tailed Learning Bottlenecks: A Controllable Paradigm with Hypernetwork-Generated Diverse Experts
    NeurIPS 2024 ·
    Zhe Zhao
    ,
    Haibin Wen
    ,
    Zikang Wang
    , Pengkun Wang,
    Fanfu Wang
    ,
    Song Lai
    ,
    Qingfu Zhang
    ,
    Yang Wang
  17. 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
  18. 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
  19. 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
  20. 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
  21. 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
  22. Two Fists, One Heart: Multi-Objective Optimization Based Strategy Fusion for Long-tailed Learning
    ICML 2024 ·
    Zhe Zhao
    , Pengkun Wang,
    Haibin Wen
    ,
    Wei Xu
    ,
    Song Lai
    ,
    Qingfu Zhang
    ,
    Yang Wang
  23. 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
  24. XRDMamba: Large-scale Crystal Material Space Group Identification with Selective State Space Model
    CIKM 2024 ·
    Liheng Yu
    , Pengkun Wang,
    Zhe Zhao
    ,
    Zhongchao Yi
    ,
    Sun Nan
    ,
    Di Wu
    ,
    Yang Wang