Analysis on the Spatio-Temporal Characteristics of Urban Expansion and the Complex Driving Mechanism: Taking the Pearl River Delta Urban Agglomeration as a Case. - Luo Liu; Jianmei Liu; Zhenjie Liu; Xuliang Xu; Binwu Wang (Complex., 2020)

The Impact of Urban Renewal on Land Surface Temperature Changes: A Case Study in the Main City of Guangzhou, China. - Zhi Qiao 002; Luo Liu; Yuanwei Qin; Xinliang Xu; Binwu Wang; Zhenjie Liu (Remote. Sens., 2020)

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)

CMT-Net: A Mutual Transition Aware Framework for Taxicab Pick-ups and Drop-offs Co-Prediction. - Yudong Zhang 005; Binwu Wang; Ziyang Shan; Zhengyang Zhou; Yang Wang 015 (WSDM, 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)

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)

CrossGNN: Confronting Noisy Multivariate Time Series Via Cross Interaction Refinement. - Qihe Huang; Lei Shen; Ruixin Zhang; Shouhong Ding; Binwu Wang; Zhengyang Zhou; Yang Wang 015 (NeurIPS, 2023)

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 015 (SDM, 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)

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)

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)

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)

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)

ComS2T: A complementary spatiotemporal learning system for data-adaptive model evolution. - Zhengyang Zhou; Qihe Huang; Binwu Wang; Jianpeng Hou; Kuo Yang; Yuxuan Liang; Yang Wang 015 (CoRR, 2024)

FusionTransNet for Smart Urban Mobility: Spatiotemporal Traffic Forecasting Through Multimodal Network Integration. - Binwu Wang; Yan Leng; Guang Wang; Yang Wang (CoRR, 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)

Predicting Collective Human Mobility via Countering Spatiotemporal Heterogeneity. - Zhengyang Zhou; Kuo Yang; Yuxuan Liang; Binwu Wang; Hongyang Chen; Yang Wang 015 (IEEE Trans. Mob. Comput., 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)

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)

Time-Space-Interlaced Spatiotemporal Graph Forecasting via Two-Stage Summarized Attention. - Zhaoyang Sun; Yudong Zhang 005; Xuan Yu; Kai Wang 036; Binwu Wang; Yang Wang 015; Xu Wang 029 (ICASSP, 2025)

A baseline for machine-learning-based hepatocellular carcinoma diagnosis using multi-modal clinical data. - Binwu Wang; Isaac Rodriguez; Leon Breitinger; Fabian Tollens; Timo Itzel; Dennis Grimm; Andrei Sirazitdinov; Matthias Frölich; Stefan O. Schönberg; Andreas Teufel; Jürgen Hesser; Wenzhao Zhao (CoRR, 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)

DisMS-TS: Eliminating Redundant Multi-Scale Features for Time Series Classification. - Zhipeng Liu; Peibo Duan; Binwu Wang; Xuan Tang; Qi Chu 012; Changsheng Zhang 001; Yongsheng Huang; Bin Zhang 001 (CoRR, 2025)