Zhengyang Zhou

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 49

Top Topics

Multivariate Time Series

Evolving Graphs

Traffic Accidents

Top Venues

IEEE Trans. Veh. Technol.

Publications

Hongbo Zhang, Guang Wang, Xu Wang, Zhengyang Zhou, Chen Zhang, Zheng Dong, Yang Wang
NondBREM: Nondeterministic Offline Reinforcement Learning for Large-Scale Order Dispatching. AAAI (2024)
Yifei Wang, Liqin Wang, Zhengyang Zhou, John Laurentiev, Joshua R. Lakin, Li Zhou, Pengyu Hong
Assessing fairness in machine learning models: A study of racial bias using matched counterparts in mortality prediction for patients with chronic diseases. J. Biomed. Informatics 156 (2024)
Zhe Zhao, Pengkun Wang, Haibin Wen, Yudong Zhang, Zhengyang Zhou, Yang Wang
A Twist for Graph Classification: Optimizing Causal Information Flow in Graph Neural Networks. AAAI (2024)
Chunjun Qian, Chong Jiang, Kai Xie, Chongyang Ding, Yue Teng, Jiawei Sun, Liugang Gao, Zhengyang Zhou, Xinye Ni
Prognosis Prediction of Diffuse Large B-Cell Lymphoma in $^{18}$F-FDG PET Images Based on Multi-Deep-Learning Models. IEEE J. Biomed. Health Informatics 28 (7) (2024)
Kun Wang, Yuxuan Liang, Xinglin Li, Guohao Li, Bernard Ghanem, Roger Zimmermann, Zhengyang Zhou, Huahui Yi, Yudong Zhang, Yang Wang
Brave the Wind and the Waves: Discovering Robust and Generalizable Graph Lottery Tickets. IEEE Trans. Pattern Anal. Mach. Intell. 46 (5) (2024)
Yi Li, Xinkui Zhao, Chen Chen, Shengye Pang, Zhengyang Zhou, Jianwei Yin
Scenario-Driven Cyber-Physical-Social System: Intelligent Workflow Generation Based on Capability. WWW (Companion Volume) (2024)
Hao Wu, Yuxuan Liang, Wei Xiong, Zhengyang Zhou, Wei Huang, Shilong Wang, Kun Wang
Earthfarsser: Versatile Spatio-Temporal Dynamical Systems Modeling in One Model. AAAI (2024)
Hao Xu, Zhengyang Zhou, Pengyu Hong
Graph Multi-Similarity Learning for Molecular Property Prediction. CoRR (2024)
Xu Wang, Pengkun Wang, Binwu Wang, Yudong Zhang, Zhengyang Zhou, Lei Bai, Yang Wang
Latent Gaussian Processes Based Graph Learning for Urban Traffic Prediction. IEEE Trans. Veh. Technol. 73 (1) (2024)
Zhengyang Zhou, Qihe Huang, Binwu Wang, Jianpeng Hou, Kuo Yang, Yuxuan Liang, Yang Wang
ComS2T: A complementary spatiotemporal learning system for data-adaptive model evolution. CoRR (2024)
Qihe Huang, Lei Shen, Ruixin Zhang, Jiahuan Cheng, Shouhong Ding, Zhengyang Zhou, Yang Wang
HDMixer: Hierarchical Dependency with Extendable Patch for Multivariate Time Series Forecasting. AAAI (2024)
Zhengyang Zhou, Kuo Yang, Yuxuan Liang, Binwu Wang, Hongyang Chen, Yang Wang
Predicting Collective Human Mobility via Countering Spatiotemporal Heterogeneity. IEEE Trans. Mob. Comput. 23 (5) (2024)
Gengyu Lin, Zhengyang Zhou, Qihe Huang, Kuo Yang, Shifen Cheng, Yang Wang
FairSTG: Countering performance heterogeneity via collaborative sample-level optimization. CoRR (2024)
Kang Luo, Yuanshao Zhu, Wei Chen, Kun Wang, Zhengyang Zhou, Sijie Ruan, Yuxuan Liang
Towards Robust Trajectory Representations: Isolating Environmental Confounders with Causal Learning. CoRR (2024)
Zhengyang Zhou, Jiahao Shi, Hongbo Zhang, Qiongyu Chen, Xu Wang, Hongyang Chen, Yang Wang
CreST: A Credible Spatiotemporal Learning Framework for Uncertainty-aware Traffic Forecasting. WSDM (2024)
Binwu Wang, Jiaming Ma, Pengkun Wang, Xu Wang, Yudong Zhang, Zhengyang Zhou, Yang Wang
STONE: A Spatio-temporal OOD Learning Framework Kills Both Spatial and Temporal Shifts. KDD (2024)
Binwu Wang, Pengkun Wang, Yudong Zhang, Xu Wang, Zhengyang Zhou, Lei Bai, Yang Wang
Towards Dynamic Spatial-Temporal Graph Learning: A Decoupled Perspective. AAAI (2024)
Zhe Zhao, Pengkun Wang, Xu Wang, Haibin Wen, Xiaolong Xie, Zhengyang Zhou, Qingfu Zhang, Yang Wang
Delayed Bottlenecking: Alleviating Forgetting in Pre-trained Graph Neural Networks. CoRR (2024)
Binwu Wang, Yudong Zhang, Xu Wang, Pengkun Wang, Zhengyang Zhou, Lei Bai, Yang Wang
Pattern Expansion and Consolidation on Evolving Graphs for Continual Traffic Prediction. KDD (2023)
Xu Wang, Pengfei Gu, Pengkun Wang, Binwu Wang, Zhengyang Zhou, Lei Bai, Yang Wang
Graph-Free Learning in Graph-Structured Data: A More Efficient and Accurate Spatiotemporal Learning Perspective. CoRR (2023)
Yutong Xia, Yuxuan Liang, Haomin Wen, Xu Liu, Kun Wang, Zhengyang Zhou, Roger Zimmermann
Deciphering Spatio-Temporal Graph Forecasting: A Causal Lens and Treatment. NeurIPS (2023)
Hao Xu, Zhengyang Zhou, Pengyu Hong
Molecular Identification and Peak Assignment: Leveraging Multi-Level Multimodal Alignment on NMR. CoRR (2023)
Xu Wang, Lianliang Chen, Hongbo Zhang, Pengkun Wang, Zhengyang Zhou, Yang Wang
A Multi-graph Fusion Based Spatiotemporal Dynamic Learning Framework. WSDM (2023)
Zhengyang Zhou, Qihe Huang, Kuo Yang, Kun Wang, Xu Wang, Yudong Zhang, Yuxuan Liang, Yang Wang
Maintaining the Status Quo: Capturing Invariant Relations for OOD Spatiotemporal Learning. KDD (2023)
Yifei Wang, Zhengyang Zhou, Liqin Wang, John Laurentiev, Peter Hou, Li Zhou, Pengyu Hong
Counterpart Fairness - Addressing Systematic between-group Differences in Fairness Evaluation. CoRR (2023)
Kuo Yang, Zhengyang Zhou, Wei Sun, Pengkun Wang, Xu Wang, Yang Wang
EXTRACT and REFINE: Finding a Support Subgraph Set for Graph Representation. KDD (2023)
Qihe Huang, Lei Shen, Ruixin Zhang, Shouhong Ding, Binwu Wang, Zhengyang Zhou, Yang Wang
CrossGNN: Confronting Noisy Multivariate Time Series Via Cross Interaction Refinement. NeurIPS (2023)
Zhengyang Zhou, Kuo Yang, Wei Sun, Binwu Wang, Min Zhou, Yunan Zong, Yang Wang
Towards Learning in Grey Spatiotemporal Systems: A Prophet to Non-consecutive Spatiotemporal Dynamics. SDM (2023)
Xu Wang, Hongbo Zhang, Pengkun Wang, Yudong Zhang, Binwu Wang, Zhengyang Zhou, Yang Wang
An Observed Value Consistent Diffusion Model for Imputing Missing Values in Multivariate Time Series. KDD (2023)
Yutong Xia, Yuxuan Liang, Haomin Wen, Xu Liu, Kun Wang, Zhengyang Zhou, Roger Zimmermann
Deciphering Spatio-Temporal Graph Forecasting: A Causal Lens and Treatment. CoRR (2023)
Hao Wu, Shilong Wang, Yuxuan Liang, Zhengyang Zhou, Wei Huang, Wei Xiong, Kun Wang
Earthfarseer: Versatile Spatio-Temporal Dynamical Systems Modeling in One Model. CoRR (2023)
Zhengyang Zhou, Qihe Huang, Gengyu Lin, Yang Kuo, Lei Bai, Yang Wang
GReTo: Remedying dynamic graph topology-task discordance via target homophily. ICLR (2023)
Pengkun Wang, Chuancai Ge, Zhengyang Zhou, Xu Wang, Yuantao Li, Yang Wang
Joint Gated Co-Attention Based Multi-Modal Networks for Subregion House Price Prediction. IEEE Trans. Knowl. Data Eng. 35 (2) (2023)
Kun Wang, Zhengyang Zhou, Xu Wang, Pengkun Wang, Qi Fang, Yang Wang
A2DJP: A Two Graph-Based Component Fused Learning Framework for Urban Anomaly Distribution and Duration Joint-Prediction. IEEE Trans. Knowl. Data Eng. 35 (12) (2023)
Zhengyang Zhou, Yang Wang, Xike Xie, Lianliang Chen, Chaochao Zhu
Foresee Urban Sparse Traffic Accidents: A Spatiotemporal Multi-Granularity Perspective. IEEE Trans. Knowl. Data Eng. 34 (8) (2022)
Yudong Zhang, Binwu Wang, Ziyang Shan, Zhengyang Zhou, Yang Wang
CMT-Net: A Mutual Transition Aware Framework for Taxicab Pick-ups and Drop-offs Co-Prediction. WSDM (2022)
Zhengyang Zhou, Yang Kuo, Wei Sun, Binwu Wang, Min Zhou, Yunan Zong, Yang Wang
Towards Learning in Grey Spatiotemporal Systems: A Prophet to Non-consecutive Spatiotemporal Dynamics. CoRR (2022)
Pengkun Wang, Chaochao Zhu, Xu Wang, Zhengyang Zhou, Guang Wang, Yang Wang
Inferring Intersection Traffic Patterns With Sparse Video Surveillance Information: An ST-GAN Method. IEEE Trans. Veh. Technol. 71 (9) (2022)
Kangjia Shao, Yang Wang, Zhengyang Zhou, Xike Xie, Guang Wang
TrajForesee: How limited detailed trajectories enhance large-scale sparse information to predict vehicle trajectories? ICDE (2021)
Zhengyang Zhou, Yang Wang, Xike Xie, Lei Qiao, Yuantao Li
STUaNet: Understanding Uncertainty in Spatiotemporal Collective Human Mobility. WWW (2021)
Zhengyang Zhou, Yang Wang, Xike Xie, Lei Qiao, Yuantao Li
STUaNet: Understanding uncertainty in spatiotemporal collective human mobility. CoRR (2021)
Yang Wang, Zhengyang Zhou, Kai Liu, Xike Xie, Wenhua Li
Large-Scale Intelligent Taxicab Scheduling: A Distributed and Future-Aware Approach. IEEE Trans. Veh. Technol. 69 (8) (2020)
Zhengyang Zhou, Yang Wang, Xike Xie, Lianliang Chen, Hengchang Liu
RiskOracle: A Minute-level Citywide Traffic Accident Forecasting Framework. CoRR (2020)
Zhengyang Zhou, Yang Wang, Xike Xie, Lianliang Chen, Hengchang Liu
RiskOracle: A Minute-Level Citywide Traffic Accident Forecasting Framework. AAAI (2020)
Jianan Wang, Zhengyang Zhou, Chunyan Wang, Zhengtao Ding
Cascade structure predictive observer design for consensus control with applications to UAVs formation flying. Autom. 121 (2020)
Kangjia Shao, Kun Wang, Lianliang Chen, Zhengyang Zhou
Estimation of Urban Travel Time with Sparse Traffic Surveillance Data. HPCCT/BDAI (2020)
Jianan Wang, Zhengyang Zhou, Chunyan Wang, Jiayuan Shan
Multiple Quadrotors Formation Flying Control Design and Experimental Verification. Unmanned Syst. 7 (1) (2019)
Zhengyang Zhou
Attention Based Stack ResNet for Citywide Traffic Accident Prediction. MDM (2019)
Chuancai Ge, Yang Wang, Xike Xie, Hengchang Liu, Zhengyang Zhou
An Integrated Model for Urban Subregion House Price Forecasting: A Multi-source Data Perspective. ICDM (2019)