Selected Publications

^# indicates corresponding author, ^* indicates equal contribution.

1. Effective AOI-level Parcel Volume Prediction: When Lookahead Parcels Matter. [Paper]
   Yingfeng Xiang, Jiangyi Fang, Chao Li^#, Haitao Yuan^#, Yiwei Song, Jiming Chen
   SIGKDD 2025, CCF-A, ADS Track.
   

2. RLER-TTE: An Efficient and Effective Framework for En Route Travel Time Estimation with Reinforcement Learning. [Paper][Code]
   Zhihan Zheng^*, Haitao Yuan^*#, Minxiao Chen, Shangguang Wang
   SIGMOD 2025, CCF-A.
   

3. MAST: Towards Efficient Analytical Query Processing on Point Cloud Data. [Paper][Code]
   Jiangneng Li, Haitao Yuan, Gao Cong, Han Mao Kiah, Shuhao Zhang
   SIGMOD 2025, CCF-A.
   

4. LLM-R2: A Large Language Model Enhanced Rule-based Rewrite System for Boosting Query Efficiency. [Paper][Code]
   Zhaodonghui Li, Haitao Yuan^#, Huiming Wang, Gao Cong, Lidong Bing
   VLDB 2025, CCF-A.
   

5. Demystifying the QoS and QoE of Edge-hosted Video Streaming Applications in the Wild with SNESet. [Paper]
   Yanan Li, Guangqing Deng^#, Changming Bai, Jingyu Yang, Gang Wang, Hao Zhang, Jin Bai, Haitao Yuan^#, Mengwei Xu, Shangguang Wang.
   SIGMOD 2024, CCF-A.
   

6. GraphRARE: Reinforcement Learning Enhanced Graph Neural Network with Relative Entropy. [Paper]
   Tianhao Peng, Wenjun Wu^#, Haitao Yuan^#, Zhifeng Bao, Pengrui Zhao, Xin Yu, Xuetao Lin, Yu liang, Yanjun Pu.
   ICDE 2024, CCF-A.
   

7. Nuhuo: An Effective Estimation Model for Traffic Speed Histogram Imputation on A Road Network. [Paper][Code]
   Haitao Yuan, Gao Cong, Guoliang Li.
   VLDB 2024, CCF-A.
   

8. Towards Effective Next POI Prediction: Spatial and Semantic Augmentation with Remote Sensing Data. [Paper]
   Nan Jiang, Haitao Yuan^#, Jianing Si, Minxiao Chen, Shangguang Wang.
   ICDE 2024, CCF-A.
   

9. ELAKT: Enhancing Locality for Attentive Knowledge Tracing.
   Yanjun Pu, Fang Liu, Rongye Shi^#, Haitao Yuan^#, Ruibo Chen, Tianhao Peng, Wenjun Wu.
   ACM TOIS 2024, CCF-A.
   

10. Urban Traffic Accident Risk Prediction Revisited: Regionality, Proximity, Similarity and Sparsity.*
    Minxiao Chen, Haitao Yuan^#, Nan Jiang, Zhifeng Bao, Shangguang Wang.
    CIKM 2024, CCF-B.
    

11. STMGF: An Effective Spatial-Temporal Multi-granularity Framework for Traffic Forecasting.*
    Zhengyang Zhao, Haitao Yuan^#, Nan Jiang, Minxiao Chen, Ning Liu^#, Zengxiang Li.
    DASFAA 2024, CCF-B.
    

12. Automatic Road Extraction with Multi-Source Data Revisited: Completeness, Smoothness and Discrimination. [Paper][Code]
    Haitao Yuan, Sai Wang, Zhifeng Bao, Shangguang Wang.
    VLDB 2023, CCF-A.
    

13. Route Travel Time Estimation on A Road Network Revisited: Heterogeneity, Proximity, Periodicity and Dynamicity. [Paper][Code]
    Haitao Yuan, Guoliang Li, Zhifeng Bao.
    VLDB 2023, CCF-A.
    

14. A Deep Generative Model for Trajectory Modeling and Utilization. [To appear] [Paper][Code]
    Yong Wang, Kaiyu Li, Guoliang Li, Haitao Yuan.
    VLDB 2023, CCF-A.
    

15. ELASTIC: Edge Workload Forecasting based on Collaborative Cloud-Edge Deep Learning. [Paper]
    Yanan Li, Haitao Yuan^#, Zhe Fu, Xiao Ma^#, Mengwei Xu, Shangguang Wang.
    WWW 2023, CCF-A.
    

16. F3VeTrac: Enabling Fine-grained, Fully-road-covered, and Fully-individual-penetrative Vehicle Trajectory Recovery.
    Zijian Cao, Dong Zhao, Hanxing Song, Haitao Yuan, Qiyue Wang, Huadong Ma.
    IEEE TMC 2023, CCF-A.
    

17. AutoView: An Autonomous Materialized View Management System with Encoder-Reducer.
    Yue Han, Guoliang Li, Haitao Yuan, Ji Sun.
    TKDE 2022, CCF-A.
    

18. DuETA: Traffic Congestion Propagation Pattern Modeling via Efficient Graph Learning for ETA Prediction at Baidu Maps.
    Jizhou Huang, Zhengjie Huang, Xiaomin Fang, Shikun Feng, Xuyi Chen, Jiaxiang Liu, Haitao Yuan, Haifeng Wang.
    CIKM 2022, CCF-B.
    

19. An Effective Joint Prediction Model for Travel Demands and Traffic Flows.
    Haitao Yuan, Guoliang Li, Zhifeng Bao, Ling Feng.
    ICDE 2021, CCF-A.
    

20. A survey of traffic prediction: from spatio-temporal data to intelligent transportation.
    Haitao Yuan, Guoliang Li.
    DSE, CCF-C.
    

21. Effective Travel Time Estimation: When Historical Trajectories over Road Networks Matter.
    Haitao Yuan, Guoliang Li, Zhifeng Bao, Ling Feng.
    SIGMOD 2020, CCF-A. 🏆 SIGMOD 2020 Most Influential Paper (1/15) [link]
    

22. Automatic View Generation with Deep Learning and Reinforcement Learning.
    Haitao Yuan, Guoliang Li, Ling Feng, Ji Sun, Yue Han.
    ICDE 2020, CCF-A. 🏆 ICDE 2019-2024 Highly-Cited Papers [link]
    

23. Distributed in-memory trajectory similarity search and join on road network.
    Haitao Yuan, Guoliang Li.
    ICDE 2019, CCF-A. 🏆 ICDE 2019-2024 Highly-Cited Papers [link]
    

24. Mathgraph: A knowledge graph for automatically solving mathematical exercises.
    Tianyu Zhao, Yan Huang, Songfan Yang, Yuyu Luo, Jianhua Feng, Yong Wang, Haitao Yuan, Kang Pan, Kaiyu Li, Haoda Li, Fu Zhu.
    DASFAA 2019, CCF-B, Best Paper Award.
    

25. Towards Automatic Mathematical Exercise Solving. (Demo)
    Haoda Li, Guoliang Li, Jiayang Liu, Haitao Yuan, Haiquan Wang.
    SIGMOD 2019 CCF-A.