发表成果

2024

会议期刊

Research

MolCLW: Molecular Contrastive Learning With Learnable Weighted Substructures

Jiahe Li#,Di Wu#,Jiahui Zhang,Shuai Zhang,Wenjie Du*,Yang Wang*

BIBM 2024 pdf

Research

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

Research

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

Research

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 2024 pdf

Research

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

Research

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

Research

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

Research

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

Research

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

Research

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

Research

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

Research

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

Research

LeRet: Language-Empowered Retentive Network for Time Series Forecasting

Qihe Huang, Zhengyang Zhou*, Kuo Yang, Gengyu Lin, Zhongchao Yi, Yang Wang*

IJCAI pdf

Research

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

Research

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

Research

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

Research

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

Research

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

Research

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

Research

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

Research

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

Research

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

Research

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

Research

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

Research

Graph Networks Stand Strong: Enhancing Robustness via Stability Constraints

Zhe Zhao, Pengkun Wang*, Haibin Wen, Yudong Zhang, Binwu Wang, Yang Wang

ICASSP pdf

Research

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

Research

CrossGNN: Confronting Noisy Multivariate Time Series Via Cross Interaction Refinement

Qihe Huang, Lei Shen, Ruixin Zhang, Zhengyang Zhou*, Yang Wang*

NeurIPS pdf

Research

Predicting Collective Human Mobility via Countering Spatiotemporal Heterogeneity

Zhengyang Zhou, Kuo Yang, Yuxuan Liang, Binwu Wang, Hongyang Chen, Yang Wang*

IEEE TMC pdf

Research

Latent Gaussian Processes based Graph Learning for Urban Traffic Prediction

Xu Wang, Pengkun Wang, Binwu Wang, Yudong Zhang, Yang Wang*

IEEE TVT pdf

Research

CreST: A Credible Spatiotemporal Learning Framework for Uncertainty-aware Traffic Forecasting

Zhengyang Zhou, Jiahao Shi, Hongbo Zhang, Xu Wang*, Yang Wang

WSDM pdf

Research

WebAssembly 安全研究综述

Junjie Zhuang, Shuang Hu, Baojian Hua*, Yang Wang*, Zhizhong Pan

计算机研究与发展 pdf

Research

An Empirical Study of Smart Contract Decompilers

Xia Liu, Baojian Hua*, Yang Wang*, Zhizhong Pan

SANER pdf

Research

Pattern Expansion and Consolidation on Evolving Graphs for Continual Traffic Prediction

Binwu Wang, Yudong Zhang, Pengkun Wang, Lei Bai*, Yang Wang*

SIGKDD pdf

Research

EXTRACT and REFINE: Finding a Support Subgraph Set for Graph Representation

Kuo Yang, Zhengyang Zhou*, Wei Sun, Pengkun Wang, Yang Wang*

SIGKDD pdf

Research

Maintaining the status quo: Capturing invariant relations for OOD spatiotemporal learning

Zhengyang Zhou, Qihe Huang, Kuo Yang, Kun Wang, Yang Wang*

SIGKDD pdf

Research

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

Research

Knowledge Expansion and Consolidation for Continual Traffic Prediction With Expanding Graphs

Binwu Wang, Yudong Zhang, Xu Wang, Lei Bai, Yang Wang*

IEEE TITS pdf

Research

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

Research

Remedying Dynamic Graph Topology-task Discordance via Target Homophily

Zhengyang Zhou, Qihe Huang, Gengyu Lin, Kuo Yang, Yang Wang*

ICLR pdf code

Research

Towards Learning in Grey Spatiotemporal Systems: A Prophet to Non-consecutive Spatiotemporal Dynamics

Zhengyang Zhou, Kuo Yang, Wei Sun, Binwu Wang, Yang Wang*
Searing

SDM pdf code

Research

Searching Lottery Tickets in Graph Neural Networks: A Dual Perspective.

Kun Wang, Yuxuan Liang*, Pengkun Wang,  Xu Wang, Pengfei Gu, Junfeng Fang, Yang Wang*

ICLR pdf code

Research

Long-tailed Time Series Classification via Feature Space Rebalancing

Pengkun Wang , Xu Wang , Binwu Wang , Yudong Zhang , Lei Bai*, Yang Wang*

DASFAA pdf

Research

A Multi-graph Fusion Based Spatiotemporal Dynamic Learning Framework.

Xu Wang, Lianliang Chen, Hongbo Zhang, Pengkun Wang,Yang Wang*

WSDM pdf

Research

Pondering about Task Spatial Misalignment: Classification-Localization Equilibrated Object Detection

Yudong Zhang, Wei Lu, Xu Wang, Pengkun Wang*, Yang Wang*

ICASSP pdf

Research

A Knowledge-Driven Memory System for Traffic Flow Prediction

Binwu Wang, Yudong Zhang, Pengkun Wang, Xu Wang, Lei Bai*, Yang Wang*

DASFAA pdf

Research

Towards a Large-Scale Empirical Study of Python Static Type Annotations

Xinrong Lin, Baojian Hua*, Yang Wang*, Zhizhong Pan

SANER pdf

Research

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

Research

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

Research

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

Research

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

Research

基于教师-学生时空半监督网络的城市事件预测方法

周正阳,刘浩,王琨,王鹏焜,王旭,汪炀*

电子学报 pdf

Research

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

Research

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

Research

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

Research

STUaNet: Understanding Uncertainty in Spatiotemporal Collective Human Mobility

Zhengyang Zhou, Yang Wang*, Xike Xie, Lei Qiao, Yuantao Li

WWW pdf

Research

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

Research

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

Research

Large-Scale Intelligent Taxicab Scheduling: A Distributed and Future-Aware Approach

Yang Wang*, Zhengyang Zhou, Kai Liu, Xike Xie, Wenhua Li

IEEE TVT pdf

Research

Foresee Urban Sparse Traffic Accidents: A Spatiotemporal Multi-Granularity Perspective

Zhengyang Zhou, Yang Wang*, Xike Xie, Lianliang Chen, Chaochao Zhu

IEEE TKDE pdf code

Research

RiskOracle: A Minute-level Citywide Traffic Accident Forecasting Framework

Zhengyang Zhou, Yang Wang*, Xike Xie, Lianliang Chen, Hengchang Liu

AAAI pdf code

Research

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

Research

sharedCharging: Data-Driven Shared Charging for Large-Scale Heterogeneous Electric Vehicles

Guang Wang*, Yang Wang, Desheng Zhang

Ubicomp pdf

Research

VeMo: Enabling Transparent Vehicular Mobility Modeling at Individual Levels with Full Penetration

Yang Yu, Xiaoyang Xie, Zhihan Fang, Yang Wang*, Desheng Zhang*

Mobicom pdf

Research

Experience: Understanding Long-term Evolving Patterns of Shared Electric Vehicle Networks

Guang Wang, Xiuyuan Chen, Fan Zhang, Yang Wang*, Desheng Zhang*

Mobicom pdf

Research

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

Research

Real-time Traffic Pattern Analysis and Inference with Sparse Video Surveillance Information

Yang Wang, Yiwei Xiao, Xike Xie, Ruoyu Chen, Hengchang Liu

IJCAI pdf