发表成果
2025
会议期刊
BiST: A Lightweight and Efficient Bi-directional Model for Spatiotemporal Prediction
Jiaming Ma, Binwu Wang*. Pengkun Wang. Zhengyang Zhou. Xu Wang, Yang Wang*
VLDB 2025 pdf
RayE-Sub: Countering Subgraph Degradation via Perfect Reconstruction
Kuo Yang, Zhengyang Zhou*, Xu Wang, Pengkun Wang, Limin Li, Yang Wang*
TKDE 2025 pdf
Exploiting Language Power for Time Series Forecasting with Exogenous Variables
Qihe Huang, Zhengyang Zhou*, Kuo Yang, Yang Wang*
WWW 2025 pdf
Do We Really Need GCNs in Traffic Forecasting? A Graph-Less Pure-MLP Architecture
Yudong Zhang, Xu Wang*, Xuan Yu, Kuo Yang, Zhengyang Zhou, Yang Wang*
WWW(Short) 2025 pdf
FedSTG: Breaking through Spatio-Temporal Data Silos with Federated Graph Learning
Yudong Zhang, Xu Wang*, Xuan Yu, Kuo Yang, Zhengyang Zhou, Yang Wang*
WWW(Short) 2025 pdf
COFlowNet: Conservative Constraints on Flows Enable High-Quality Candidate Generation
Yudong Zhang, Xuan Yu, Xu Wang*, Zhaoyang Sun, Chen Zhang, Pengkun Wang, Yang Wang*
ICLR 2025 pdf
Open-CK: A Large Multi-Physics Fields Coupling benchmarks in Combustion Kinetics
Zaige Fei#, Fan Xu#, Junyuan Mao, Yuxuan Liang, Qingsong Wen, Kun Wang*, Hao Wu*, Yang Wang*
ICLR 2025 pdf
Iterative Substructure Extraction for Molecular Relational Learning with Interactive Graph Information Bottleneck
Shuai Zhang, Junfeng Fang, Xuqiang Li, hongxin xiang, ALAN XIA, Ye Wei, Wenjie Du*, Yang Wang*
ICLR 2025 pdf
IIB-DDI: Invariant Information Bottle Theory for Out-of-Distribution Drug-Drug Interaction Prediction
Jiahui Zhang, Shuaizhang, Xuqiangli, Sihan Wang, Wenjie Du*, Yang Wang*
TCBB 2025 pdf
Embedding Enhanced MLP Enables Simple and Extensible Spatiotemporal Forecasting
Ziyan Wang, Yudong Zhang, Pengkun Wang, Xu Wang*, Yang Wang*
ICASSP 2025 pdf
Time-Space-Interlaced Spatiotemporal Graph Forecasting via Two-Stage Summarized Attention
Zhaoyang Sun, Yudong Zhang*, Xuan Yu, Kai Wang, Binwu Wang, Yang Wang, Xu Wang*
ICASSP 2025 pdf
Spatiotemporal Causal Decoupling Model for Air Quality Forecasting
Jiaming Ma, Guanjun Wang, Sheng Huang, Kuo Yang, Binwu Wang*, Pengkun Wang, Yang Wang*
ICASSP 2025 pdf
Multi-label Self Knowledge Distillation
Xucong Wang, Pengkun Wang*, Shurui Zhang, Miao Fang, Yang Wang*
AAAI 2025 pdf
STEM-LTS: Integrating Semantic-Temporal Dynamics in LLM-driven Time Series Analysis
Zhe Zhao, Pengkun Wang*, HaiBin Wen, ShuangWang, Liheng Yu, Yang Wang*
AAAI 2025 pdf
Drawing Informative Gradients from Sources: A One-stage Transfer Learning Framework for Cross-city Spatiotemporal Forecasting
Yudong Zhang, Xu Wang*, Xuan Yu, Zhaoyang Sun, Kai Wang, Yang Wang*
AAAI 2025(Oral) pdf
FairSTG: Countering performance heterogeneity via collaborative sample-level optimization
Gengyu Lin, Zhengyang Zhou*, Qihe Huang, Kuo Yang, Shifen Cheng, Yang Wang*
IEEE TMC pdf
2024
会议期刊
Delayed Bottlenecking: Alleviating Forgetting in Pre-trained Graph Neural Networks
Zhe Zhao, Pengkun Wang*, Xu Wang, Haibin Wen, Xiaolong Xie, Qingfu Zhang, Yang Wang*
IEEE TKDE pdf
Get Rid of Isolation: A Continuous Multi-task Spatio-Temporal Learning Framework
Zhongchao Yi, Zhengyang Zhou*, Qihe Huang, Yanjiang Chen, Liheng Yu, Xu Wang, Yang Wang*
NeurIPS 2024 (Oral) pdf
Breaking Long-Tailed Learning Bottlenecks: A Controllable Paradigm with Hypernetwork-Generated Diverse Experts
Zhe Zhao, Haibin Wen, Zikang Wang, Pengkun Wang*, Fanfu Wang, Song Lai, Qingfu Zhang, Yang Wang*
NeurIPS 2024 (Spotlight) pdf
LLM-AutoDA: Large Language Model-Driven Automatic Data Augmentation for Long-tailed Problems
Pengkun Wang#, Zhe Zhao#, Haibin Wen, Fanfu Wang, Binwu Wang, Qingfu Zhang*, Yang Wang*
NeurIPS 2024 pdf
Improving Generalization of Dynamic Graph Learning via Environment Prompt
Kuo Yang, Zhengyang Zhou*, Qihe Huang, Limin Li, Yuxuan Liang, Yang Wang*
NeurIPS 2024 pdf
MolCLW: Molecular Contrastive Learning With Learnable Weighted Substructures
Jiahe Li#，Di Wu#，Jiahui Zhang，Shuai Zhang，Wenjie Du*，Yang Wang*
BIBM 2024 pdf
EMoNet: An environment causal learning for molecule OOD generalization
Limin Li, Kuo Yang, Wenjie Du, Zhongchao Yi, Zhengyang Zhou*, and Yang Wang*
BIBM 2024 pdf
Meta Koopman Decomposition for Time Series Forecasting Under Temporal Distribution Shifts
Yudong Zhang, Xu Wang*, Zhaoyang Sun, Pengkun Wang, Binwu Wang, Limin Li, Yang Wang*
Advanced Engineering Informatics pdf
XRDMamba: Large-scale Crystal Material Space Group Identification with Selective State Space Model
Liheng Yu, Pengkun Wang*, Zhe Zhao, Zhongchao Yi, Sun Nan, Di Wu, Yang Wang*
CIKM(Short) 2024 pdf
Modeling Spatio-Temporal Mobility across Data Silos via Personalized Federated Learning
Yudong Zhang, Xu Wang*, Pengkun Wang, Binwu Wang, Zhengyang Zhou, Yang Wang*
IEEE TMC pdf
Face Anti-spoofing with Unknown Attacks: A Comprehensive Feature Extraction and Representation Perspective
Li liming, Binwu Wang*, Xu Wang, Pengkun Wang, Yudong Zhang, Yang Wang*
JCST pdf
STONE: A Spatio-temporal OOD Learning Framework Kills Both Spatial and Temporal Shifts
Binwu Wang, Jiaming Ma, Pengkun Wang, Xu Wang, Yudong Zhang, Zhengyang Zhou, Yang Wang*
KDD pdf
The Snowflake Hypothesis: Training Deep GNN with One Node One Receptive field
Kun Wang, Guohao Li, Shilong Wang, Guibin Zhang, Kai Wang, Yang You, Xiaojiang Peng, Yuxuan Liang*, Yang Wang*
KDD pdf
Two Fists, One Heart: Multi-Objective Optimization Based Strategy Fusion for Long-tailed Learning
Zhe Zhao, Pengkun Wang*, HaiBin Wen, Wei Xu, Lai Song, Qingfu Zhang, Yang Wang*
ICML pdf
Advancing DRL Agents in Commercial Fighting Games: Training, Integration, and Agent-Human Alignment
Chen Zhang, Qiang He, Zhou Yuan, Elvis S. Liu*, Hong Wang, Jian Zhao, Yang Wang*
ICML pdf
Make Bricks With A Little Straw: Large-Scale Spatio-temporal Graph Learning with Restricted GPU-Memory Capacity
Binwu Wang, Pengkun Wang*, Zhengyang Zhou, Zhe Zhao, Wei Xu, Yang Wang*
IJCAI pdf
MMGNN: A Molecular Merged Graph Neural Network for Explainable Solvation Free Energy Prediction
Wenjie Du , Shuai Zhang , Di Wu , Jun Xia , Ziyuan Zhao , Junfeng Fang , Yang Wang*
IJCAI pdf
LeRet: Language-Empowered Retentive Network for Time Series Forecasting
Qihe Huang, Zhengyang Zhou*, Kuo Yang, Gengyu Lin, Zhongchao Yi, Yang Wang*
IJCAI pdf
Adaptive and Interactive Multi-Level Spatio-Temporal Network for Traffic Forecasting
Yudong Zhang, Pengkun Wang, Binwu Wang, Xu Wang, Zhe Zhao, Zhengyang Zhou, Lei Bai*, Yang Wang*
IEEE TITS pdf
Condition-Guided Urban Traffic Co-Prediction With Multiple Sparse Surveillance Data
Binwu Wang, Pengkun Wang*, Yudong Zhang, Xu Wang, Zhengyang Zhou, Yang Wang*
IEEE TVT pdf
When Imbalance Meets Imbalance: Structure-driven Learning for Imbalanced Graph Classification
Wei Xu, Pengkun Wang*, Zhe Zhao, Binwu Wang, Xu Wang, Yang Wang*
WWW pdf
Kill Two Birds with One Stone: Rethinking Data Augmentation for Deep Long-tailed Learning
Binwu Wang, Pengkun Wang*, Wei Xu, Xu Wang, Yudong Zhang, Kun Wang, Yang Wang*
ICLR pdf
NuwaDynamics: Discovering and Updating in Causal Spatio-Temporal Modeling
Kun Wang, Hao Wu, Yifan Duan, Guibin Zhang,
Kai Wang, Xiaojiang Peng, Yu Zheng,
Yuxuan Liang*, Yang Wang*
ICLR pdf
Spectroscopy-Guided Deep Learning Predicts Solid–Liquid Surface Adsorbate Properties in Unseen Solvents
Wenjie Du, Fenfen Ma, Baicheng Zhang, Jiahui Zhang,
Di Wu, Edward Sharman, Jun Jiang*, and Yang Wang*
Journal of the American Chemical Society (JACS) pdf
Brave the Wind and the Waves: Discovering Robust and Generalizable Graph Lottery Tickets
Wang Kun, Yuxuan Liang*, Xinglin Li, Guohao Li,
Bernard Ghanem, Roger Zimmermann, Huahui Yi,
Yudong Zhang, and Yang Wang*
IEEE TPAMI pdf
A Twist for Graph Classification: Optimizing Causal Information Flow in Graph Neural Networks
Zhe Zhao, Pengkun Wang*, HaiBin Wen, Yudong Zhang, Zhengyang Zhou, Yang Wang*
AAAI pdf
Towards Dynamic Spatial-Temporal Graph Learning: A Decoupled Perspective
Binwu Wang, Pengkun Wang*, Yudong Zhang, Xu Wang, Zhengyang Zhou, Lei Bai, Yang Wang*
AAAI pdf
NondBREM: Nondeterministic Offline Reinforcement Learning for Large-Scale Order Dispatching
Hongbo Zhang, Guang Wang, Xu Wang, Zhengyang Zhou, Chen Zhang, Zheng Dong, Yang Wang*
AAAI pdf
HDMixer: Hierarchical Dependency with Extendable Patch for Multivariate Time Series Forecasting
Qihe Huang, Lei Shen, Ruixin Zhang, Jiahuan Cheng, Shouhong Ding, Zhengyang Zhou*, Yang Wang*
AAAI pdf
Graph Networks Stand Strong: Enhancing Robustness via Stability Constraints
Zhe Zhao, Pengkun Wang*, Haibin Wen, Yudong Zhang, Binwu Wang, Yang Wang
ICASSP pdf
Gradient Reactivation Enhanced Causal Attention for Out-Of-Distribution Generalizable Graph Classification
Xu Wang, Pengfei Gu, Yudong Zhang, Binwu Wang, Pengkun Wang, Yang Wang*
ICASSP pdf
2023
会议期刊
CrossGNN: Confronting Noisy Multivariate Time Series Via Cross Interaction Refinement
Qihe Huang, Lei Shen, Ruixin Zhang, Zhengyang Zhou*, Yang Wang*
NeurIPS pdf
Predicting Collective Human Mobility via Countering Spatiotemporal Heterogeneity
Zhengyang Zhou, Kuo Yang, Yuxuan Liang, Binwu Wang, Hongyang Chen, Yang Wang*
IEEE TMC pdf
Latent Gaussian Processes based Graph Learning for Urban Traffic Prediction
Xu Wang, Pengkun Wang, Binwu Wang, Yudong Zhang, Yang Wang*
IEEE TVT pdf
CreST: A Credible Spatiotemporal Learning Framework for Uncertainty-aware Traffic Forecasting
Zhengyang Zhou, Jiahao Shi, Hongbo Zhang, Xu Wang*, Yang Wang
WSDM pdf
An Empirical Study of Smart Contract Decompilers
Xia Liu, Baojian Hua*, Yang Wang*, Zhizhong Pan
SANER pdf
Pattern Expansion and Consolidation on Evolving Graphs for Continual Traffic Prediction
Binwu Wang, Yudong Zhang, Pengkun Wang, Lei Bai*, Yang Wang*
SIGKDD pdf
EXTRACT and REFINE: Finding a Support Subgraph Set for Graph Representation
Kuo Yang, Zhengyang Zhou*, Wei Sun, Pengkun Wang, Yang Wang*
SIGKDD pdf
Maintaining the status quo: Capturing invariant relations for OOD spatiotemporal learning
Zhengyang Zhou, Qihe Huang, Kuo Yang, Kun Wang, Yang Wang*
SIGKDD pdf
An Observed Value Consistent Diffusion Model for Imputing Missing Values in Multivariate Time Series
Xu Wang, Hongbo Zhang, Pengkun Wang, Yudong Zhang,Yang Wang*
SIGKDD pdf
Knowledge Expansion and Consolidation for Continual Traffic Prediction With Expanding Graphs
Binwu Wang, Yudong Zhang, Xu Wang, Lei Bai, Yang Wang*
IEEE TITS pdf
Deciphering Urban Traffic Impacts on Air Quality by Deep Learning and Emission Inventor
Wenjie Du, Lianliang Chen, Haoran Wang,
Ziyang Shan, Zhengyang Zhou, Wenwei Li,
Yang Wang*
Journal of Environmental Sciences pdf
Long-tailed Time Series Classification via Feature Space Rebalancing
Pengkun Wang , Xu Wang , Binwu Wang , Yudong Zhang , Lei Bai*, Yang
Wang*
DASFAA pdf
A Multi-graph Fusion Based Spatiotemporal Dynamic Learning Framework.
Xu Wang, Lianliang Chen, Hongbo Zhang, Pengkun Wang,Yang Wang*
WSDM pdf
Pondering about Task Spatial Misalignment: Classification-Localization Equilibrated Object Detection
Yudong Zhang, Wei Lu, Xu Wang, Pengkun Wang*, Yang Wang*
ICASSP pdf
A Knowledge-Driven Memory System for Traffic Flow Prediction
Binwu Wang, Yudong Zhang, Pengkun Wang, Xu Wang, Lei Bai*, Yang
Wang*
DASFAA pdf
Towards a Large-Scale Empirical Study of Python Static Type Annotations
Xinrong Lin, Baojian Hua*, Yang Wang*, Zhizhong Pan
SANER pdf
Improving efficiency in rationale discovery for Out-of-Distribution molecular representations
Jiahui Zhang; Jiahe Li; Wenjie Du*; Shuai Zhang; Di Wu; Yang Wang*
BIBM 2023 pdf
2022
会议期刊
Molecular Graph as Reaction Descriptor for Machine-learned Retrosynthesis Planning
Baicheng Zhang, Xiaolong Zhang, Wenjie Du,
Zhaokun Song,Guozhen Zhang, Guoqing Zhang,
Yang Wang, Xin Chen*, Jun Jiang*,
and Yi Luo*
PNAS pdf
Fusing 2D and 3D Molecular Graphs as Unambiguous Molecular Descriptors for Conformational and Chiral Stereoisomers
Wenjie Du, Xiaoting Yang, Di Wu, FenFen Ma,
Baicheng Zhang, Chaochao Bao, Yaoyuan Huo,
Jun Jiang, Xin Chen*, Yang Wang*
Briefings in Bioinformatics pdf
CMT-Net: A Mutual Transition Aware Framework for Taxicab Pick-ups and Drop-offs Co-Prediction
Yudong Zhang, Binwu Wang, Ziyang Shan, Zhengyang Zhou, Yang Wang*
WSDM pdf
A2DJP: A Two Graph-based Component Fused Learning Framework for Urban Anomaly Distribution and Duration Joint-Prediction.
Kun Wang, Zhengyang Zhou, Xu Wang, Pengkun Wang, Yang Wang*
IEEE TKDE pdf
Inferring Intersection Traffic Patterns with Sparse Video Surveillance Information: An ST-GAN method
Pengkun Wang, Chaochao Zhu, Xu Wang, Zhengyang Zhou, Guang Wang, Yang
Wang*
IEEE TVT pdf
Countering Modal Redundancy and Heterogeneity: A Self-Correcting Multimodal Fusion
Pengkun Wang, Xu Wang,Binwu Wang,Lei Bai*,Yang Wang*
ICDM pdf
2021
会议期刊
STUaNet: Understanding Uncertainty in Spatiotemporal Collective Human Mobility
Zhengyang Zhou, Yang Wang*, Xike Xie, Lei Qiao, Yuantao Li
WWW pdf
TrajForesee: How Limited Detailed Trajectories Enhance Large-scale Sparse Information to Predict Vehicle Trajectories?
Kangjia Shao, Yang Wang*, Zhengyang Zhou, Xike Xie, Guang Wang
IEEE ICDE pdf
Joint Gated Co-attention Based Multi-modal Networks for Subregion House Price Prediction
Pengkun Wang, Chuancai Ge, Zhengyang Zhou, Xu Wang, Yang Wang*
IEEE TKDE pdf
2020
会议期刊
Large-Scale Intelligent Taxicab Scheduling: A Distributed and Future-Aware Approach
Yang Wang*, Zhengyang Zhou, Kai Liu, Xike Xie, Wenhua Li
IEEE TVT pdf
Real-time Travel Time Estimation with Sparse Reliable Surveillance Information
Wen Zhang, Yang Wang*, Xike Xie, Chuancai Ge, Hengchang Liu
Ubicomp pdf
2019
会议期刊
sharedCharging: Data-Driven Shared Charging for Large-Scale Heterogeneous Electric Vehicles
Guang Wang*, Yang Wang, Desheng Zhang
Ubicomp pdf
VeMo: Enabling Transparent Vehicular Mobility Modeling at Individual Levels with Full Penetration
Yang Yu, Xiaoyang Xie, Zhihan Fang, Yang Wang*, Desheng Zhang*
Mobicom pdf
Experience: Understanding Long-term Evolving Patterns of Shared Electric Vehicle Networks
Guang Wang, Xiuyuan Chen, Fan Zhang, Yang Wang*, Desheng Zhang*
Mobicom pdf
An Integrated Model for Urban Subregion House Price Forecasting: A Multi-source Data Perspective
Chuancai Ge, Yang Wang*, Xike Xie, Hengchang Liu, Zhengyang Zhou
ICDM pdf
2018
会议期刊
Real-time Traffic Pattern Analysis and Inference with Sparse Video Surveillance Information
Yang Wang, Yiwei Xiao, Xike Xie, Ruoyu Chen, Hengchang Liu
IJCAI pdf
