Countering Modal Redundancy and Heterogeneity: A Self-Correcting Multimodal Fusion. - Pengkun Wang 001; Xu Wang 029; Binwu Wang; Yudong Zhang 005; Lei Bai 001; Yang Wang 015 (ICDM, 2022)

Inferring Intersection Traffic Patterns With Sparse Video Surveillance Information: An ST-GAN Method. - Pengkun Wang 001; Chaochao Zhu; Xu Wang 029; Zhengyang Zhou; Guang Wang 001; Yang Wang 015 (IEEE Trans. Veh. Technol., 2022)

Long-Tailed Time Series Classification via Feature Space Rebalancing. - Pengkun Wang 001; Xu Wang 029; Binwu Wang; Yudong Zhang 005; Lei Bai 001; Yang Wang 015 (DASFAA (1), 2023)

A Knowledge-Driven Memory System for Traffic Flow Prediction. - Binwu Wang; Yudong Zhang 005; Pengkun Wang 001; Xu Wang 029; Lei Bai 001; Yang Wang 015 (DASFAA (4), 2023)

Pondering About Task Spatial Misalignment: Classification-Localization Equilibrated Object Detection. - Yudong Zhang 005; Wei Lu; Xu Wang 029; Pengkun Wang 001; Yang Wang 015 (ICASSP, 2023)

Searching Lottery Tickets in Graph Neural Networks: A Dual Perspective. - Kun Wang 042; Yuxuan Liang; Pengkun Wang 001; Xu Wang 029; Pengfei Gu; Junfeng Fang; Yang Wang 015 (ICLR, 2023)

Pattern Expansion and Consolidation on Evolving Graphs for Continual Traffic Prediction. - Binwu Wang; Yudong Zhang 005; Xu Wang 029; Pengkun Wang 001; Zhengyang Zhou; Lei Bai 001; Yang Wang 015 (KDD, 2023)

An Observed Value Consistent Diffusion Model for Imputing Missing Values in Multivariate Time Series. - Xu Wang 029; Hongbo Zhang; Pengkun Wang 001; Yudong Zhang 005; Binwu Wang; Zhengyang Zhou; Yang Wang 015 (KDD, 2023)

EXTRACT and REFINE: Finding a Support Subgraph Set for Graph Representation. - Kuo Yang; Zhengyang Zhou; Wei Sun; Pengkun Wang 001; Xu Wang 029; Yang Wang 015 (KDD, 2023)

A Multi-graph Fusion Based Spatiotemporal Dynamic Learning Framework. - Xu Wang 029; Lianliang Chen; Hongbo Zhang; Pengkun Wang 001; Zhengyang Zhou; Yang Wang 015 (WSDM, 2023)

Graph-Free Learning in Graph-Structured Data: A More Efficient and Accurate Spatiotemporal Learning Perspective. - Xu Wang 029; Pengfei Gu; Pengkun Wang 001; Binwu Wang; Zhengyang Zhou; Lei Bai 001; Yang Wang 015 (CoRR, 2023)

Knowledge Expansion and Consolidation for Continual Traffic Prediction With Expanding Graphs. - Binwu Wang; Yudong Zhang 005; Jiahao Shi; Pengkun Wang 001; Xu Wang 029; Lei Bai 001; Yang Wang 015 (IEEE Trans. Intell. Transp. Syst., 2023)

Joint Gated Co-Attention Based Multi-Modal Networks for Subregion House Price Prediction. - Pengkun Wang 001; Chuancai Ge; Zhengyang Zhou; Xu Wang 029; Yuantao Li; Yang Wang 015 (IEEE Trans. Knowl. Data Eng., 2023)

A2DJP: A Two Graph-Based Component Fused Learning Framework for Urban Anomaly Distribution and Duration Joint-Prediction. - Kun Wang 042; Zhengyang Zhou; Xu Wang 029; Pengkun Wang 001; Qi Fang; Yang Wang 015 (IEEE Trans. Knowl. Data Eng., 2023)

Towards Dynamic Spatial-Temporal Graph Learning: A Decoupled Perspective. - Binwu Wang; Pengkun Wang 001; Yudong Zhang 005; Xu Wang 029; Zhengyang Zhou; Lei Bai 001; Yang Wang 015 (AAAI, 2024)

A Twist for Graph Classification: Optimizing Causal Information Flow in Graph Neural Networks. - Zhe Zhao 008; Pengkun Wang 001; Haibin Wen; Yudong Zhang 005; Zhengyang Zhou; Yang Wang 015 (AAAI, 2024)

XRDMamba: Large-scale Crystal Material Space Group Identification with Selective State Space Model. - Liheng Yu; Pengkun Wang 001; Zhe Zhao 008; Zhongchao Yi; Sun Nan; Di Wu 057; Yang Wang 015 (CIKM, 2024)

Gradient Reactivation Enhanced Causal Attention for Out-Of-Distribution Generalizable Graph Classification. - Xu Wang 029; Pengfei Gu; Yudong Zhang 005; Binwu Wang; Pengkun Wang 001; Yang Wang 015 (ICASSP, 2024)

Graph Networks Stand Strong: Enhancing Robustness via Stability Constraints. - Zhe Zhao 008; Pengkun Wang 001; Haibin Wen; Yudong Zhang 005; Binwu Wang; Yang Wang 015 (ICASSP, 2024)

Kill Two Birds with One Stone: Rethinking Data Augmentation for Deep Long-tailed Learning. - Binwu Wang; Pengkun Wang 001; Wei Xu; Xu Wang 029; Yudong Zhang 005; Kun Wang 056; Yang Wang 015 (ICLR, 2024)

Two Fists, One Heart: Multi-Objective Optimization Based Strategy Fusion for Long-tailed Learning. - Zhe Zhao 008; Pengkun Wang 001; Haibin Wen; Wei Xu; Song Lai 001; Qingfu Zhang 001; Yang Wang 015 (ICML, 2024)

Make Bricks with a Little Straw: Large-Scale Spatio-Temporal Graph Learning with Restricted GPU-Memory Capacity. - Binwu Wang; Pengkun Wang 001; Zhengyang Zhou; Zhe Zhao 008; Wei Xu; Yang Wang 015 (IJCAI, 2024)

STONE: A Spatio-temporal OOD Learning Framework Kills Both Spatial and Temporal Shifts. - Binwu Wang; Jiaming Ma; Pengkun Wang 001; Xu Wang 029; Yudong Zhang 005; Zhengyang Zhou; Yang Wang 015 (KDD, 2024)

LLM-AutoDA: Large Language Model-Driven Automatic Data Augmentation for Long-tailed Problems. - Pengkun Wang 001; Zhe Zhao 008; Haibin Wen; Fanfu Wang; Binwu Wang; Qingfu Zhang 001; Yang Wang 015 (NeurIPS, 2024)

Breaking Long-Tailed Learning Bottlenecks: A Controllable Paradigm with Hypernetwork-Generated Diverse Experts. - Zhe Zhao 008; Haibin Wen; Zikang Wang; Pengkun Wang 001; Fanfu Wang; Song Lai 001; Qingfu Zhang 001; Yang Wang 015 (NeurIPS, 2024)

When Imbalance Meets Imbalance: Structure-driven Learning for Imbalanced Graph Classification. - Wei Xu; Pengkun Wang 001; Zhe Zhao 008; Binwu Wang; Xu Wang 029; Yang Wang 015 (WWW, 2024)

Meta Koopman decomposition for time series forecasting under temporal distribution shifts. - Yudong Zhang 005; Xu Wang 029; Zhaoyang Sun; Pengkun Wang 001; Binwu Wang; Limin Li; Yang Wang 015 (Adv. Eng. Informatics, 2024)

Latent Gaussian Processes Based Graph Learning for Urban Traffic Prediction. - Xu Wang 029; Pengkun Wang 001; Binwu Wang; Yudong Zhang 005; Zhengyang Zhou; Lei Bai 001; Yang Wang 015 (IEEE Trans. Veh. Technol., 2024)

Face Anti-Spoofing with Unknown Attacks: A Comprehensive Feature Extraction and Representation Perspective. - Li-Min Li; Binwu Wang; Xu Wang 029; Pengkun Wang 001; Yudong Zhang 005; Yang Wang 015 (J. Comput. Sci. Technol., 2024)

Adaptive and Interactive Multi-Level Spatio-Temporal Network for Traffic Forecasting. - Yudong Zhang 005; Pengkun Wang 001; Binwu Wang; Xu Wang 029; Zhe Zhao 008; Zhengyang Zhou; Lei Bai 001; Yang Wang 015 (IEEE Trans. Intell. Transp. Syst., 2024)

Modeling Spatio-Temporal Mobility Across Data Silos via Personalized Federated Learning. - Yudong Zhang 005; Xu Wang 029; Pengkun Wang 001; Binwu Wang; Zhengyang Zhou; Yang Wang 015 (IEEE Trans. Mob. Comput., 2024)

Multi-label Self Knowledge Distillation. - Xucong Wang; Pengkun Wang 001; Shurui Zhang; Miao Fang; Yang Wang 015 (AAAI, 2025)

STEM-LTS: Integrating Semantic-Temporal Dynamics in LLM-driven Time Series Analysis. - Zhe Zhao 008; Pengkun Wang 001; Haibin Wen; Shuang Wang; Liheng Yu; Yang Wang 015 (AAAI, 2025)

Spatiotemporal Causal Decoupling Model for Air Quality Forecasting. - Jiaming Ma; Guanjun Wang; Sheng Huang; Kuo Yang; Binwu Wang; Pengkun Wang 001; Yang Wang 015 (ICASSP, 2025)

Embedding Enhanced MLP Enables Simple and Extensible Spatiotemporal Forecasting. - Ziyan Wang; Yudong Zhang 005; Pengkun Wang 001; Xu Wang 029; Yang Wang 015 (ICASSP, 2025)

COFlowNet: Conservative Constraints on Flows Enable High-Quality Candidate Generation. - Yudong Zhang 005; Xuan Yu; Xu Wang 029; Zhaoyang Sun; Chen Zhang; Pengkun Wang 001; Yang Wang 015 (ICLR, 2025)

Condition-Guided Urban Traffic Co-Prediction With Multiple Sparse Surveillance Data. - Binwu Wang; Pengkun Wang 001; Yudong Zhang 005; Xu Wang 029; Zhengyang Zhou; Yang Wang 015 (IEEE Trans. Veh. Technol., 2025)

BiST: A Lightweight and Efficient Bi-directional Model for Spatiotemporal Prediction. - Jiaming Ma; Binwu Wang; Pengkun Wang 001; Zhengyang Zhou; Xu Wang 029; Yang Wang 015 (Proc. VLDB Endow., 2025)

From Understanding to Excelling: Template-Free Algorithm Design through Structural-Functional Co-Evolution. - Zhe Zhao 008; Haibin Wen; Pengkun Wang 001; Ye Wei; Zaixi Zhang; Xi Lin 001; Fei Liu 044; Bo An 001; Hui Xiong 001; Yang Wang 015; Qingfu Zhang 001 (CoRR, 2025)

Delayed Bottlenecking: Alleviating Forgetting in Pre-trained Graph Neural Networks. - Zhe Zhao 008; Pengkun Wang 001; Xu Wang 029; Haibin Wen; Xiaolong Xie; Zhengyang Zhou; Qingfu Zhang 001; Yang Wang 015 (IEEE Trans. Knowl. Data Eng., 2025)

Soft causal learning for generalized molecule property prediction: An environment perspective. - Limin Li; Kuo Yang; Wenjie Du 003; Pengkun Wang 001; Zhengyang Zhou; Yang Wang 015 (CoRR, 2025)

RayE-Sub: Countering Subgraph Degradation via Perfect Reconstruction. - Kuo Yang; Zhengyang Zhou; Xu Wang 029; Pengkun Wang 001; Limin Li; Yang Wang 015 (IEEE Trans. Knowl. Data Eng., 2025)