ICDE 2025 时空数据（Spatial-Temporal）论文总结

ICDE 2025在2025年5月19日至23日在中国香港举行，本文总结了ICDE 2025有关时空数据(Spatial-Temporal)相关文章，共计30篇。

时空数据Topic：时空预测，空间众包，轨迹表示学习，轨迹插补，轨迹恢复，轨迹生成等。如有疏漏，欢迎补充！

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如果论文中附图，则论文已经在网络上公开。

1 Efficient Route and Area Matching Query in Dynamic Road Networks

作者：Yikun Wang (Guangzhou University); Dian Ouyang (Guangzhou University)*; Zhuoran Wang (University of New South Wales); Dong Wen (University of New South Wales); Xuemin Lin (Shanghai Jiaotong University)

关键词：路径查询，区域查询

2 Leveraging Heterogeneous Experts with Advantageous Pattern Memory Learning for Traffic Prediction

作者：Yueyang Yao (Institute of Automation, Chinese Academy of Sciences); Xingyuan Dai (Institute of Automation, Chinese Academy of Sciences); Yisheng Lv (Institute of Automation, Chinese Academy of Sciences)*

关键词：交通预测，异质性，专家（网络）

3 Sustainability-Oriented Task Recommendation in Spatial Crowdsourcing

作者：Jinwen Chen (University of Electronic Science and Technology of China); Hao Miao (Aalborg University); Dazhuo Qiu (Aalborg University); Jiannan Guo (China Mobile Cloud Centre); Yawen Li (Beijing University of Posts and Telecommunications); Yan Zhao (Aalborg University)*

关键词：空间众包任务推荐

4  PBSM: Predictive Bi-preference Stable Matching in Spatial Crowdsourcing

作者：Yuan Xie (National University of Singapore); Yumeng Liu (Institute of Software Chinese Academy of Sciences); Xu Zhou (Hunan university); Yifang Yin (Institute for Infocomm Research, ASTAR); Kenli Li (Hunan University); Roger Zimmermann (NUS)

关键词：空间众包匹配

5 Federated Trajectory Similarity Learning with Privacy-Preserving Clustering

作者：Hao Miao (Aalborg University)*; Ziqiao Liu (UESTC); Yan Zhao (Aalborg University); Kai Zheng (University of Electronic Science and Technology of China); Yupu Zhang (University of Electronic Science and Technology of China); Christian S. Jensen (Aalborg University)

关键词：轨迹相似学习，联邦学习，隐私保护

6 Effective Task Assignment in Mobility Prediction-Aware Spatial Crowdsourcing

作者：Yafei Li (Zhengzhou University)*; Huiling Li (Zhengzhou University); Wei Chen (Zhengzhou University); Shuo He (Zhengzhou University); Mingliang Xu (Zhengzhou University); Jianliang Xu (Hong Kong Baptist University)

关键词：空间众包，任务分配

7 Joint Dependency and Conflicting Task Allocation in Collaboration-aware Spatial Crowdsourcing

作者：Jiajun Yao (Hong Kong University of Science and Technology (Guangzhou))*; Lei Yang (South China University of Technology); Hao Liu (Hong Kong University of Science and Technology (Guangzhou)); Hui Xiong (Hong Kong University of Science and Technology (Guangzhou))

关键词：空间众包

8 Optimizing Multi-Center Collaboration for Task Assignment in Spatial Crowdsourcing

作者：Ximu Zeng (University of Electronic Science and Technology of China); lin jx (University of Electronic Science and Technology of China); Liwei Deng (University of Electronic Science and Technology of China); Yuchen Fang (University of Electronic Science and Technology of China); Yan Zhao (Aalborg University)*; Kai Zheng (University of Electronic Science and Technology of China)

关键词：空间众包

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9 DATA-WA: Demand-based Adaptive Task Assignment with Dynamic Worker Availability Windows

作者：Jinwen Chen (University of Electronic Science and Technology of China)*; Jiannan Guo (China Mobile Cloud Centre); Dazhuo Qiu (Aalborg University); Yawen Li (BUPT); GUANHUA YE (Beijing University of Posts and Telecommunications); Yan Zhao (Aalborg University); Kai Zheng (University of Electronic Science and Technology of China)

关键词：空间众包

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10 A Just-In-Time Framework for Routing-Oriented Traffic Prediction

作者：Jing ZHAO (HKUST)*; Lei Li (The Hong Kong University of Science and Technology (Guang Zhou)); Mengxuan Zhang (Australian National University); Haolun Ma (Hong Kong University of Science and Technology); Xiaofang Zhou (The Hong Kong University of Science and Technology)

关键词：交通预测

11  Ultra-Flexible, Explainable, and Scalable Traffic Prediction with Dynamic Future Routes

作者：Zizhuo Xu (The Hong Kong University of Science and Technology)*; Lei Li (The Hong Kong University of Science and Technology (Guang Zhou)); Mengxuan Zhang (Australian National University); Yehong Xu (Hongkong university of science and technology); Xiaofang Zhou (The Hong Kong University of Science and Technology)

关键词：交通预测，可解释性，扩展性，未来路线

12 AdaMove: Efficient Test-Time Adaptation for Human Mobility Prediction

作者：Huaxu Han (Beijing Institute of Technology); Shuliang Wang (Beijing Institute of Technology); Sijie Ruan (Beijing Institute of Technology)*; Qianyu Yang (Beijing Institute of Technology); Yuxuan Liang (HKUST (GZ)); Ziqiang Yuan (Beijing Institute of Technology); Cheng Long (Nanyang Technological University); Hanning Yuan (Beijing Institute of Technology); Yu Zheng (JD Technology)

关键词：人群移动预测，测试时适应

13 Exact and Efficient Similar Subtrajectory Search: Integrating Constraints and Simplification

作者：Liwei Deng (University of Electronic Science and Technology of China); fei wang (University of Electronic Science and Technology of China); Tianfu Wang (University of Science and Technology of China); Yan Zhao (Aalborg University); Yuyang Xia (University of Electronic Science and Technology of China); Kai Zheng (University of Electronic Science and Technology of China)*

关键词：相似子轨迹搜索

14  High Throughput Shortest Distance Query Processing on Large Dynamic Road Networks

作者：Xinjie Zhou (The Hong Kong University of Science and Technology)*; Mengxuan Zhang (Australian National University); Lei Li (The Hong Kong University of Science and Technology (Guang Zhou)); Xiaofang Zhou (The Hong Kong University of Science and Technology)

关键词：最短路查询，高吞吐

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15 TrajEdge: An Efficient and Lightweight Trajectory Data Analysis Framework in Edge Environments

作者：Changhao He (Zhejiang University); Ziquan Fang (Zhejiang University); Linsen Li (Zhejiang University & Hikvision Research Institute); Yunjun Gao (Zhejiang University)*

关键词：轨迹数据分析，轻量化，边缘部署

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16 Towards Accurate Distance Estimation for Distribution-Aware -ANN Search

作者：Liwei Deng (University of Electronic Science and Technology of China); Penghao Chen (University of Electronic Science and Technology of China); Ximu Zeng (University of Electronic Science and Technology of China); Yuchen Fang (University of Electronic Science and Technology of China); Jin Chen (HKUST); Yan Zhao (Aalborg University)*

关键词：距离估计

17 Towards Online Spatio-Temporal Prediction: A Knowledge Distillation Driven Continual Learning Approach

作者：Tinghui Luo (Zhejiang University); Ziquan Fang (Zhejiang University)*; Kaixuan Duan (Zhejiang University); Lu Chen (Zhejiang University); Panpan Feng (iQiyi Inc); mingfan Lu (iqiyi)

关键词：在线时空预测，知识蒸馏，持续学习

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18 Towards Robust Trajectory Embedding for Similarity Computation: When Triangle Inequality Violations in Distance Metrics Matter

作者：Jianing Si (Beijing University of Posts and Telecommunications)*; Haitao Yuan (Nanyang Technological University); Nan Jiang (Beijing University of Posts and Telecommunications); Minxiao Chen (Beijing University of Posts and Telecommunications); Xiao Ma (Beijing University of Posts and Telecommunications); Shangguang Wang (State Key Laboratory of Networking and Switching Technology)

关键词：轨迹相似度计算，轨迹嵌入

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19 Structure and Position-aware Graph Modeling for Trajectory Similarity Computation over Road Networks

作者：Peilun Yang (Zhejiang Lab)*; Hanchen Wang (University of New South Wales); Zhangyi Xu (Zhejiang Gongshang University); Zhengping Qian (Alibaba Cloud); Yongheng Wang (Zhejiang Lab); Ying Zhang (University of Technology Sydney)

关键词：轨迹相似度计算，图建模

20 Compatible Unsupervised Anomaly Detection with Multi-Perspective Spatio-Temporal Learning

作者：Tingyang Chen (Huazhong University of Science and Technology ); Bolong Zheng (Huazhong University of Science and Technology)*; Shuncheng Liu (Huawei); Zhujiong Fan (Huazhong University of Science and Technology ); Zhi Xu (Huawei); Lingsen Yan (Huazhong University of Science and Technology ); Kai Zeng (Huawei); Tao Ye (Huawei); Xiaofang Zhou (The Hong Kong University of Science and Technology)

关键词：异常检测，时空学习

21 Self-supervised Trajectory Representation Learning with Multi-scale Spatio-temporal Feature Exploration

作者：Hong Xia (Ocean University of China); Xiao Zhang (Ocean University of China); Yuan Cao (Ocean University of China); Lei Cao (University of Arizona/MIT); Yanwei Yu (Ocean University of China)*; Junyu Dong (Ocean University of China)

关键词：轨迹表示学习，自监督

22 NRP: An Efficient Index for Stochastic Routing in Road Networks

作者：Libin Wang (Hong Kong University of Science and Technology)*; Raymond Chi-Wing Wong (Hong Kong University of Science and Technology)

关键词：索引，随机路线

23 Having It Both Ways: Single Trajectory Embedding for Similarity Computation with Pairwise Learning

作者：Jianing Si (Beijing University of Posts and Telecommunications)*; Haitao Yuan (Nanyang Technological University); Xiang Li (Beijing University of Posts and Telecommunications); Nan Jiang (Beijing University of Posts and Telecommunications); Xiao Ma (Beijing University of Posts and Telecommunications); Guoliang Li (Tsinghua University); Shangguang Wang (State Key Laboratory of Networking and Switching Technology)

关键词：轨迹相似度计算，轨迹嵌入

24 Efficient Methods for Accurate Sparse Trajectory Recovery and Map Matching

作者：Wei Tian (The Hong Kong Polytechnic University)*; Jieming Shi (The Hong Kong Polytechnic University); Man Lung Yiu (Hong Kong Polytechnic University)

关键词：轨迹恢复，地图匹配

25  FAHL: An Efficient Labeling Index for Flow-Aware Shortest Path Querying in Road Networks

作者：Tangpeng Dan (Renmin University of China)*; Xiao Pan (Shijiazhuang Tiedao University); Bolong Zheng (Huazhong University of Science and Technology); Xiaofeng Meng (Renmin University of China)

关键词：最短路查询，高吞吐

26 Large-scale Spatiotemporal Kernel Density Visualization

作者：Tsz Nam Chan (Shenzhen University)*; Pak Lon Ip (University of Macau); Bojian Zhu (Hong Kong Baptist University); Leong Hou U (University of Macau); Dingming Wu (Shenzhen University); Jianliang Xu (Hong Kong Baptist University); Christian S. Jensen (Aalborg University)

关键词：大规模时空核密度可视化

27 mAP: Abandoned Properties Detection using Multifaceted Urban Service Data

作者：Liangkai Zhou (Stony Brook University)*; Agbonlahor Edomwonyi (City of Newark); Shan Lin (Stony Brook University)

关键词：废弃房产检测，城市服务数据

Industry Track

28 CDMap: Complementarity and Disparity-aware Map Inference Quality Enhancement

作者：Wenyu Wu (East China Normal University)*; Jiali Mao (East China Normal University); Jiafan Liu (ECNU); Yixiao Tong (East China Normal University); Lisheng Zhao (Didi chuxing); Shaosheng Cao (DiDi); Jilin Hu (East China Normal University); Aoying Zhou (East China Normal University ); Lin Zhou (Didi Chuxing)

关键词：地图推理质量提升

29 BIGCity: A Versatile Model for Unified Multi-level Spatiotemporal Data Analysis

作者：Xie Yu (Beihang University); Jingyuan Wang (Beihang University)*; Yifan Yang (Beihang University); Qian Huang (Huawei Technologies); Ke Qu (Huawei Technologies)

关键词：城市基础模型，时空数据分析

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30 OceanBase Unitization: Building the Next Generation of Online Map Applications

Best Industry and Application Paper Runner Up award

作者：Quanqing Xu (OceanBase, Ant Group )*; wei sun (AMap, Alibaba); Chuanhui Yang (OceanBase); Jinlong Liu (AMap, Alibaba); Ziyun Wei (Cornell University); Fusheng Han (OceanBase); Liang Wang (Amap,Alibaba); xiaowei zhai (AMap,Alibaba)

关键词：在线地图应用

相关链接

ICDE 2025 Research Papers：https://ieee-icde.org/2025/research-papers/

ICDE 2025 Industry and Application Papers：https://ieee-icde.org/2025/industry-and-application-papers/