发表成果
2024
会议期刊
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
