# Xiaofang ZHOU 周曉方 Otto Poon Professor of Engineering Chair Professor and Head ![Xiaofang ZHOU](../portraits/zxf.jpg) [官方档案](https://cse.hkust.edu.hk/admin/people/faculty/profile/zxf) · [个人主页](https://sites.google.com/view/xiaofang-zhou) · [HTML](../../index.html#faculty-zxf) ## 学术指标 | 指标 | 数值 | | --- | ---: | | [累计引用](https://openalex.org/A5051566631) | 21,369 | | h-index | 69 | | i10-index | 336 | | 2024–2026 收录论文 | 127 | | 在组成员 | 22 | | 产业合作机构 | 3 | 数据日期：2026-10-17。[指标定义与分位标准](../../index.html#standards)。 ## 教育与履历 ### 教育 - 1984 · [Nanjing University](https://cse.hkust.edu.hk/admin/people/faculty/profile/zxf) · BSc, Computer Science - 1987 · [Nanjing University](https://cse.hkust.edu.hk/admin/people/faculty/profile/zxf) · MSc, Computer Science - 1994 · [The University of Queensland](https://sites.google.com/view/xiaofang-zhou) · PhD, Computer Science ### 任职与研究经历 - 1994–1999 · [CSIRO](https://cse.hkust.edu.hk/admin/people/faculty/profile/zxf) · Senior research scientist; Spatial Information Systems group head - 1999 · [University of Queensland](https://cse.hkust.edu.hk/admin/people/faculty/profile/zxf) · 加入教师队伍 - 2004–2020 · [University of Queensland](https://cse.hkust.edu.hk/admin/people/faculty/profile/zxf) · Professor of Computer Science - 2006–2020 · [University of Queensland](https://sites.google.com/view/xiaofang-zhou) · Professor; DKE group and Data Science discipline leader - [HKUST CSE](https://sites.google.com/view/xiaofang-zhou) · Otto Poon Professor of Engineering; Chair Professor; Head ## 研究方向 ### [Spatiotemporal and multimedia databases](https://cse.hkust.edu.hk/admin/people/faculty/profile/zxf) ### [Data mining](https://cse.hkust.edu.hk/admin/people/faculty/profile/zxf) ### [Data quality management](https://cse.hkust.edu.hk/admin/people/faculty/profile/zxf) ### [Big data analytics](https://cse.hkust.edu.hk/admin/people/faculty/profile/zxf) ### [Machine learning](https://cse.hkust.edu.hk/admin/people/faculty/profile/zxf) ### [Vector/graph retrieval and data selection](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) 当前学生项目包含点云检索、vector index、Graph RAG、data selection 与 NL2SQL。 CSIRO 的空间信息、UQ DKE 的数据与知识工程延续至 HKUST；当前学生项目包括点云检索、路径优化、vector index、Graph RAG、数据选择、NL2SQL。近年论文仍同时做查询代数、ANN 索引与图学习。 ### 复杂数据问题驱动，索引算法与 AI 数据基础设施并行 Wolverine 关注动态索引不变量；CRPQ 关注查询计划代数；学生题目将新模型与数据管理结合。 ## 实验室与成员 [Jockey Club STEM Lab of Data Science Foundations（DSF）；INAIR 等联合实验室](https://sites.google.com/view/xiaofang-zhou) HKUST Department of Computer Science and Engineering Clear Water Bay, Hong Kong Spatiotemporal and multimedia databases,Data mining,Data quality management,Big data analytics,Machine learning,Vector/graph retrieval and data selection ### 在组成员（22） | 成员与公开档案 | 身份与时间 | 教育背景 | 研究与经历 | 量化记录 | | --- | --- | --- | --- | --- | | [Jiawei Li](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2023-09–；Computer Science and Engineering | [Jacobs University Bremen](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Semantic Search in Large-Scale Point Cloud Databases | — | | [Elton Chun Chai Li](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MPhil；2024-09–；Computer Science and Engineering | [HKUST](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Routing Optimization in Reconfigurable Cargo Networks；2025-10–2026-04 · [JP Morgan](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · Intern（MPhil 期间） | — | | [Harry Jounghoon Kim](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MPhil；2024-09–；Computer Science and Engineering | [the Chinese University of Hong Kong](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Indexing and Search in Vector Databases；Huawei Fellowship 部分资助 | — | | [Zhenjun Huang](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2024-09– | [Beihang University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Graph RAG；2026-09– · [Peng Cheng Laboratory](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · Intern（PhD 期间；PCL Scholarship）；PCL Scholarship Scheme | — | | [Weijie Shi](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2024-09–；Computer Science and Engineering | [Soochow University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Data Selection and Query Diversification for LLM；2025-05–2025-08 · [Alibaba](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · Intern（PhD 期间） | — | | [Zhoujin Tian](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2024-09–；Computer Science and Engineering | [Beihang University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Advanced Vector Query Processing；Huawei Fellowship 部分资助 | — | | [Junle Chen](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2025-09–；Computer Science and Engineering | [Harbin Institute of Technology](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Agentic Travel Planning Using LLMs | — | | [Sherry Sau Lai Yip](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MPhil；2025-09–；Computer Science and Engineering | [HKUST](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | NL2SQL；2026-09– · [Huawei](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · Intern（MPhil 期间）；2025-06–08 曾在组内任 RA | — | | [Selena Song](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2026-09–；Computer Science and Engineering | [The University of Queensland](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | 2026-02 起曾在组内任 RA | — | | [Yongqi Li](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2026-09–；Computer Science and Engineering | [Wuhan University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | | — | | [Zhicheng Hu](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2026-09–；Computer Science and Engineering | [UIUC](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | 2026-02 起曾在组内任 RA | — | | [Nujibieke Shabuerjiang](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2026-09–；Computer Science and Engineering | [HKUST](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | 2025-04 起曾在组内任 RA | — | | [Kehao Miao](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2026-09–；Computer Science and Engineering | [Nanyang Technological University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | | — | | [David Sheung Yuen Chan](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MPhil；2026-09–；Computer Science and Engineering | [PolyU HK](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | | — | | [Shiwen Wu](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2022–2026；Computer Science and Engineering | [Peking University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Data Matching in the Era of Language Models: From Data Preparation to Data Access | — | | [Zizhuo Xu](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Postdoctoral Fellow；2026-03–；Individualized Interdisciplinary Program (Data Science and Analytics) | 2021–2026 · [HKUST](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · PhD；[Cornell University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | 博士阶段在广州校区，主导师 Lei Li，Xiaofang Zhou 共同指导 | — | | [Yue Pang](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoctoral Fellow；2025-08– | | | — | | [Chrysanthi Kosyfaki](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoctoral Fellow；2025-05– | | | — | | [Mengping Shi](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Lab Manager；2025-12– | | | — | | [Chun Chau Li](https://facultyprofiles.hkust.edu.hk/profiles.php?profile=xiaofang-zhou-zxf) | PhD；Individualized Interdisciplinary Program | | 共同指导 | — | | [Zhengjun Huang](https://facultyprofiles.hkust.edu.hk/profiles.php?profile=xiaofang-zhou-zxf) | PhD；Computer Science and Engineering | | | — | | [Chuang Zhao](https://facultyprofiles.hkust.edu.hk/profiles.php?profile=xiaofang-zhou-zxf) | PhD；Electronic and Computer Engineering | | 共同指导 | — | ### 即将加入（3） | 成员与公开档案 | 身份与时间 | 教育背景 | 研究与经历 | 量化记录 | | --- | --- | --- | --- | --- | | [Erwin Hurtado](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Incoming PhD；2027-09 起 | [Universidad Panamericana](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | | — | | [Yichao Liu](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Incoming PhD；2027-09 起 | [Tsinghua University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | | — | | [Ruicheng Li](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Incoming PhD；2027-09 起 | [Tsinghua University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | | — | ### 校友与去向（165） | 成员与公开档案 | 身份与时间 | 教育背景 | 研究与经历 | 量化记录 | | --- | --- | --- | --- | --- | | [Yehong Xu](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Postdoc；2021–2026；Computer Science and Engineering | 2026 · [HKUST](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · PhD；[The University of Queensland](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Global Routing in Road Networks；HKUST as a postdoc. | — | | [Xi Zhao](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2022–2026；Computer Science and Engineering | 2025-06–2025-08 · [NUS](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · Visiting researcher；2026 · [HKUST](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · PhD；[Huazhong University of Science and Technology](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Approximate Search in High-dimensional Spaces；2025-11–2026-01 · [ByteDance](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · Visiting researcher（PhD 期间）；ByteDance.；HKPFS；2021-09–2022-08 曾在组内任 RA | — | | [Jiawen Zhang](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2021–2026 | [Chinese Academy of Sciences](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Microsoft Research Asia in Singapore.；主导师 Jia Li；2023-08–2024-06 曾访问本组 | — | | [Zhihan Luo](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2021–2026 | [The University of Queensland](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | AMap (Gao De), a subsidiary of Alibaba.；主导师 Lei Li | — | | [Jipeng Zhang](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2021–2025；Computer Science and Engineering | 2025 · [HKUST](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · PhD；[University of Electronic Science and Technology of China](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Enhancing Large Language Model via Data-Centric View: Strategies for Selection, Synthesis, and Evaluation；Microsoft Research Asia in Singapore.；2023-12 前由 Tong Zhang 指导 | — | | [Yao Tian](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2021–2025；Computer Science and Engineering | 2025 · [HKUST](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · PhD；[Zhejiang University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Bridging Databases and AI: from Efficient Vector Retrieval to Intelligent Data Systems；ByteDance. | — | | [Jing Zhao](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2021–2025；Computer Science and Engineering | 2025 · [HKUST](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · PhD；[Soochow University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Just-in-time Predictive Query Processing in Road Networks | — | | [Renjie Pi](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2021–2025；Computer Science and Engineering | 2025 · [HKUST](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · PhD；[The University of Hong Kong](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Visual Perception Enhanced Multimodal Large Language Models；NVIDIA USA.；2023-12 前由 Tong Zhang 指导 | — | | [Xinjie Zhou](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2021–2025；Individualized Interdisciplinary Program (Data Science and Analytics) | 2025 · [HKUST](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · PhD；[Shanghai Jiao Tong University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Scalable Shortest Path Query Processing on Dynamic Graphs；Huawei.；主导师 Lei Li；共同指导 | — | | [Jianheng Tang](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2021–2025；Individualized Interdisciplinary Program (Data Science and Analytics) | 2025 · [HKUST](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · PhD；[Sun Yat-sen University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Graph-based Anomaly Detection, Similarity Computation, and Reasoning Exploration；ByteDance.；与 Jia Li 共同指导；2023-09–2024-07 曾访问本组 | — | | [Yue Cui](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2021–2025；Computer Science and Engineering | 2025 · [HKUST](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · PhD；[University of Electronic Science and Technology of China](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Fairness-alignment in Data-centric Machine Learning: From Regularization to Equilibrium；Alibaba. | — | | [Boyu Ruan](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2017–2021 | [Tsinghua University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Large-scale graph algorithms；Researcher at the Hong Kong Huawei Research Center.；2023-07–2024-11 任 STEM Talent Fellow | — | | [Mengxuan Zhang](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2018–2021 | [Dalian University of Technology](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Dynamic index maintenance for road networks and graphs；Senior Lecturer at the Australian National University, Australia. | — | | [Ruiyuan Zhang](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2016–2020 | [Aachen University of Technology](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Microgrid Data Analytics；researcher at the HK Generative AI Center (HKGAI).；与 UQ Power Engineering 的 Tapan Saha 共同指导；2022-07–2025-07 任 STEM Talent Fellow | — | | [Doris Dan He](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2016–2019 | [Peking University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Diversity query processing in spatiotemporal databases；Data Scientist in the Queensland Government. | — | | [Pingfu Cao](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2016–2019 | [East China Normal University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Large-scale transport network data analytics；Associate Professor at Soochow University, China. | — | | [Bolong Zheng](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2014–2017 | [Huazhong University of Science and Technology](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Spatiotemporal databases；曾任 Aalborg University 博士后；Professor, Huazhong University of Science and Technology；2016-01–08 曾任组内博士后 | — | | [Douglas Alves Peixoto](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2015–2018 | [Universidade Federal de Viçosa](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Parallel spatiotemporal database systems；works for IBM Brazil. | — | | [Lei Li](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2014–2018 | [Harbin Institute of Technology](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Time-dependent routing algorithms in road networks；Assistant Professor at HKUST (GZ Campus).；2018-10–2022-01 在 UQ 任博士后 | — | | [Xingzhong Du](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2014–2017 | [Nanjing University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Video databases；Senior Applied Scientist at Oracle. | — | | [Saeid Hosseini](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2012–2017 | [Queensland University of Technology](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Using location information from social media；Associate Professor at Sohar University, Oman.；2013–2015 为非全日制博士阶段 | — | | [Wen Hua](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2011–2015 | [Renmin University of China](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Entity linking；曾任 UQ Lecturer；Associate Professor, Hong Kong Polytechnic University；2016–2017 任博士后；2011-09–12 曾以中国人民大学学生身份在组内研究实习 | — | | [Haozhou Wang](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2012–2015 | [the University of Queensland](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | In-memory Trajectory Databases；2011 年项目：Trajectory-based location ranking；works for EMC China.；2011 年曾为组内 Project Student | — | | [Ada Han Su](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2012–2015 | [Nanjing University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Quality-aware trajectory query processing；Associate Professor at the University of Electrical Science and Technology of China. | — | | [Dat T. Huynh](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2010–2014 | [HoChiMinh City University of Technology](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Entity Extraction from Unstructured Data on the Web | — | | [Zhixu Li](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2009–2013 | [Renmin University of China](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Harvesting the Web for Linking and Imputing String Data in Databases；Professor at Renmin University, China. | — | | [Felix Qing Xie](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2009–2012 | [the University of Science and Technology of China](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Approximation and Exploration of Streaming Time Series Data；Associate Professor at Wuhan University of Technology. | — | | [Kexin Xie](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2008–2012 | [the University of Queensland](https://sites.google.com/view/xiaofang-zhou/home/research-research-students)；2008 · [University of Queensland](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · MEng | Supporting Real-time Query Processing for Advanced Spatial Database Applications；MEng 论文：Supporting Data Provenance and Lineage Analysis for SQL Queries；Senior Director & Architect, Software Engineering at Salesforce, USA. | — | | [Shuo Shang](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2009–2012 | [Peking University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Spatial Query Processing for Trip Planning and Location Recommendation；Professor at University of Electronic Science and Technology of China. | — | | [Jia Zhu](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2006–2012 | [Bond University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Robust Name Disambiguation Framework for Large Databases；Associate Professor in South China Normal University.；非全日制博士；2024-05–08 以 Zhejiang Normal University 研究人员身份访问 | — | | [Kevin Kai Zheng](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2009–2012 | [Fudan University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Uncertainty Management in Spatiotemporal Database；Professor at University of Electronic Science and Technology of China. | — | | [Xiangmin Zhou](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2005–2008 | [Northeast University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Similarity Search In Large Video Database；Lecturer at RMIT University, Australia. | — | | [Saeid Asadi](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2004–2008 | | Dealing with Geographic Information in Location-Based Search Engines；Associate Professor at Shahed University, Iran. | — | | [Ke Deng](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2004–2007 | [Griffith University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Distance Ranking in Constraint-Based Spaces: An Elemental Problem in Spatial Query Processing；Senior Lecturer at RMIT University, Australia.；2007-10–2012-12 任博士后 | — | | [Helen Zi Huang](http://kmi.open.ac.uk/) | PhD；2003–2007 | [Tsinghua University](http://kmi.open.ac.uk/) | Summarization-based Similarity Search for Complex Databases；Professor and ARC Future Fellow at UQ.；ARC Future Fellow | — | | [Sai Sun](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2002–2006 | [Nanjing University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Multiresolution and Semantic Caching: A Framework for Network-based Spatial Applications；Research Scientist position at the National ICT Australia (NICTA).；2006 年曾任博士后 | — | | [Sham Prasher](http://www.infohrm.com/mkt/demo) | PhD；2001–2005 | [the University of Queensland](http://www.infohrm.com/mkt/demo) | Query Processing in Multiresolution Spatial Databases；创业后在 Mana Wind, Australia 工作；2011-04–2013-03 任博士后，随后创业 | — | | [Kevin Kai Xu](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2000–2004 | [Shanghai Jiao Tong University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Database Support for Multiresolution Terrain Models；Associate Professor at the University of Nottingham, UK. | — | | [Jimmy Kwun Hang Lau](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MPhil；2024–2026；Computer Science and Engineering | 2026 · [HKUST](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · MPhil；[the Chinese University of Hong Kong](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Temporal RAG；2025-08–2026-01 · [Huawei Research Hong Kong](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · Research Intern（MPhil 阶段后期）；Huawei Research HK. | — | | [Oscar Zhonghan Chen](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MPhil；2023-09–2025-12；Computer Science and Engineering | 2025 · [HKUST](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · MPhil；[The University of Toronto](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Cardinality Estimation for Similarity Search: A Locality Sensitive Hashing Approach；Huawei. | — | | [Yue Liu](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MPhil；2023-09–2025-12；Computer Science and Engineering | 2026 · [HKUST](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · MPhil；[Zhejiang University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | On Faithful Citations in Retrieval Augmented Generation；Tencent.；2023-03–08 曾任 RA；早期团队页记其随后转入组内 PhD | — | | [Jian Yang](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MPhil；2024-06 毕业 | [The South China University of Technology](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Huawei.；主导师 Zheyi Wen；2023-08–2024-06 访问本组 | — | | [Ziyi Liu](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | PhD；2019–2021 | [QUT](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Constraint shortest path problems；Professor at Soochow University.；2019-10 入读 MPhil，2021-06 转为 Wen Hua 指导的 PhD；2023-12–2025-12 任 Research Assistant Professor | — | | [Xuanyi Zhang](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MPhil；2019-04–2021-06 | [the University of California Santa Cruz](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | An experimental study on constrained shortest path algorithms in road networks | — | | [Runhui Wang](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MPhil；2017–2019 | [Peking University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Parallel Graph Algorithms；PhD candidate at Rutgers University, USA. | — | | [Bingyu Yi](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MPhil；2013-08–2016-12 | [Xi'an Jiaotong University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | | — | | [Xin Li](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Visiting researcher；2011-09–2014-06 | [Renmin University of China](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · Master student | | — | | [Jiping Wang](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MPhil；2012-10–2014-07 | [Tsinghua University](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Efficient Distance-based Query Processing in Spatial Networks | — | | [Yiyue Gao](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MPhil；2007-09–2009-03 | | Comprehensive Evaluation of Image Color Features for CBIR Systems；Associate Advisor：Heng Tao Shen | — | | [Bill Zhang](http://www.mincom.com/) | MPhil；2004-08–2006-02 | | Data-Intensive Mediator-based Web Services Composition with Self-tuning Histogram；with Mincom in Denver, USA. | — | | [Callum McDonald](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Project Student；2011 | | Excerpt-level web search | — | | [Doug Cathepole](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MEng；2008 | | Efficiency in Visualizing Large-Scale Moving Objects | — | | [Ji Tao Gan](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MSc；2008 | | Approximate Join Algorithms for Data Record Linking | — | | [Benjamin Cheviot](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MSc；2007 | | Using Google Earth as a web search interface | — | | [Sittichai Thongnopparat](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MSc；2005 | | Address extract from Web pages | — | | [Li Yang](http://www.cbit.uq.edu.au/) | MSc；2004 | | Semi-structured language processing for biological data；at tom.com in Beijing, China.；与 UQ CBIT 合作 | — | | [Yanqiu Richard Zhu](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MSc；2004 | | 主导师 Hoylen Sue、Linda Bird（DSTC） | — | | [George Eng-Huan Pek](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | MSc；2002 | | Wrapper Validation | — | | [David Horgan](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Hons；2004 | | Progressive Spatial Vector Data Exchange | — | | [Wei Yuan Ong](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Hons；2004 | | 主导师 Hoylen Sue、Linda Bird（DSTC） | — | | [Lynn Teo](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Hons；2003 | | Visualization and Surface Matching of 3D Protein Strictures | — | | [Wissam (Sam) Hmud](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Hons；2003–2004 | | XML Containment Join Processing | — | | [Christopher Lim](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Hons；2003 | | Databases for the Grid | — | | [Brendan Tse](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Hons；2002 | | Managing Bioinformatics Data | — | | [Alex Hai Luong](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Hons；2002 | | Evolution of Schemata within Bioinformatics: Tracking the Ensemble Database | — | | [Darko Javanovic](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Hons；2001 | | Web Wrapper Development and Maintenance using Wrapper Generator Interface | — | | [Anecia Johnston](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Hons；2001 | | Extracting Real Estate Information From the World Wide Web | — | | [Travis Fusae](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Hons；2001 | | Proposal for an Improved License Management System through a Case Study Analysis | — | | [Dan Sketcher](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Hons；2001 | | Terrain Data Simplification and Visualization | — | | [Keith Blair](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Hons；2000 | | Find the Shortest Paths for Sea Turtle Migration: From a Spatial Database Perspective | — | | [Luke Boyce](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Hons；2000 | | Join Non-Compatible Quadtrees | — | | [Frank Penkava](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Hons；2000 | | A Study on Information Completeness and Search Speed in the World Wide Web Environment | — | | [Jackson Carroll](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Hons；2000 | | Spatial Data Generalization for Internet and Mobile Applications | — | | [Joe Yates](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Hons；1999 | | Map-Based Interface for Navigating the Web | — | | [Steve Broderick](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) | Hons；1999 | | Efficiency in Querying Multiple Websites in XML | — | | [Jingzhi Fang](https://sites.google.com/view/xiaofang-zhou/home/research-team) | STEM Talent Fellow；2024-09–2025-12 | | researcher at Huawei. | — | | [Qintian Guo](https://sites.google.com/view/xiaofang-zhou/home/research-team) | STEM Talent Fellow；2024-08–2026-01 | | Professor at Beijing Institute of Technology. | — | | [Jingliang Deng](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoc；2024-03–2026-01 | | Professor at Beihang University. | — | | [Bilan Chen](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Research Assistant；2024-01–2025-11 | | | — | | [Hedy Yijin Song](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2025 Summer | [Cornell](https://sites.google.com/view/xiaofang-zhou/home/research-team) | | — | | [Lauren Lee](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2025 Summer | [Yale](https://sites.google.com/view/xiaofang-zhou/home/research-team) | | — | | [Chen Song](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Research Assistant；2025-03–2025-08 | | | — | | [Lei Zou](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2025-05–2025-07 | | 来自 Peking University | — | | [Shimin Di](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Research Assistant Professor；2023-12–2025-04 | | Professor at Southeast University, China.；2022-02 起为 STEM Talent Fellow | — | | [Zihan Luo](https://sites.google.com/view/xiaofang-zhou/home/research-team) | PhD；2024-01–2024-08；Individualized Interdisciplinary Program (Data Science and Analytics) | 2026 · [HKUST](https://sites.google.com/view/xiaofang-zhou/home/research-team) · PhD | 共同指导 | — | | [Kai Huang](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoc；2021-05–2023-08 | | Assistant Professor position at Macao University of Science and Technology.；2022-02 起为 STEM Talent Fellow | — | | [Gaoya Ouyang](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Research Assistant；2022-03–2023-06 | | | — | | [Qiyu Liu](https://sites.google.com/view/xiaofang-zhou/home/research-team) | STEM Talent Fellow；2022-03–2023-06 | | | — | | [Dan He](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoc；2020-01–2022-12 | | Research Scientist position at Queensland Government. | — | | [Pingfu Chao](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoc；2020-01–2021-07 | | Associate Professor position at Soochow University. | — | | [Jiangfeng Xu](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoc；2019-12–2020-11 | | Associate Professor position at Soochow University. | — | | [Junhao Gan](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoc；2017-03–2018-07 | | Lecturer position at The University of Melbourne. | — | | [Sibo Wang](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoc；2017-04–2018-12 | | Assistant Professor position at The Chinese University of Hong Kong. | — | | [Quoc Viet Hung Nguyen](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoc；2015–2017 | | Lecturer position at Griffith University. | — | | [Hongzhi Yin](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoc；2015–2018 | | Lecturer position at UQ. | — | | [Kevin Zheng](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoc；2012–2016 | | Professor position at Soochow University. | — | | [Han Su](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoc；2015-01 起 | | postdoc position at the University of Southern California, USA. | — | | [Yi Yang](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoc；2013-05–2014-01 | | Senior Lecturer position at the University of Technology, Sydney. | — | | [Henning Koehler](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoctoral Research Fellow；2008-08–2011-02 | | Senior Lecturer position at Massey University, New Zealand. | — | | [Laurianne Sitbon](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoctoral Fellow；2010-03–2010-09 | | Lecturer position at QUT. | — | | [Gabriel Fung](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoctoral Research Fellow；2008-01–2009-12 | | postdoc position at the University of Arizona. | — | | [Stella Liping Wang](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoctoral Research Fellow；2008-03–2009-03 | | postdoc position at Victoria University, Australia. | — | | [Qing Liu](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoc；2006 | | Research Scientist position with CSIRO ICT Centre. | — | | [Yanfeng Shu](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoc；2006 | | Research Scientist position with CSIRO ICT Centre. | — | | [Mohamed Rafi Feroze](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Research Officer；2006 | | do PhD at UQ. | — | | [Ye Liu](https://sites.google.com/view/xiaofang-zhou/home/research-team) | PhD；2024-05–2024-11 | [University of Science and Technology of China](https://sites.google.com/view/xiaofang-zhou/home/research-team) · PhD student | | — | | [Zhifei Yu](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2024-08–2024-09 | [Huazhong University of Science and Technology](https://sites.google.com/view/xiaofang-zhou/home/research-team) · 本科在读 | | — | | [Yuanzhe Li](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2024-08–2024-09 | [Southern University of Science and Technology](https://sites.google.com/view/xiaofang-zhou/home/research-team) · 本科在读 | | — | | [Zhetao Zheng](https://sites.google.com/view/xiaofang-zhou/home/research-team) | PhD；2023-08–2024-02 | [University of Electronic Science and Technology of China](https://sites.google.com/view/xiaofang-zhou/home/research-team) · PhD student | | — | | [Weijia Zhang](https://sites.google.com/view/xiaofang-zhou/home/research-team) | PhD；2023-09–2024-04 | [HKUST Guangzhou](https://sites.google.com/view/xiaofang-zhou/home/research-team) · PhD student | | — | | [Jianfeng Qu](https://sites.google.com/view/xiaofang-zhou/home/research-team) | PhD；2017-10 起 12 个月 | [Jilin University](https://sites.google.com/view/xiaofang-zhou/home/research-team) · PhD 在读 | CSC 资助 | — | | [Kankan Zhao](https://sites.google.com/view/xiaofang-zhou/home/research-team) | PhD；2017-11 起 12 个月 | [Renmin University of China](https://sites.google.com/view/xiaofang-zhou/home/research-team) · PhD 在读 | CSC 资助 | — | | [Fengmei Jin](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2017-07 起 12 个月 | [Renmin University of China](https://sites.google.com/view/xiaofang-zhou/home/research-team) · Master student | | — | | [Guangfeng Liu](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2017-06–2018-06 | | 来自 Soochow University 的访问教授 | — | | [Liwei Wang](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2017-12 起 12 个月 | [Wuhan University](https://sites.google.com/view/xiaofang-zhou/home/research-team) | CSC 资助；2008-09–2010-07 曾有一次访问 | — | | [Yan Zhao](https://sites.google.com/view/xiaofang-zhou/home/research-team) | PhD；2017-07–2017-09 | [Soochow University](https://sites.google.com/view/xiaofang-zhou/home/research-team) · PhD 在读 | | — | | [Wenling Zhang](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2017-11–2018-04 | [Soochow University](https://sites.google.com/view/xiaofang-zhou/home/research-team) | | — | | [Jiali Yang](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2017-11–2018-04 | [Soochow University](https://sites.google.com/view/xiaofang-zhou/home/research-team) | | — | | [Anqi Zhao](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2017-11–2018-04 | [Soochow University](https://sites.google.com/view/xiaofang-zhou/home/research-team) | | — | | [Kangzhi Zhao](https://sites.google.com/view/xiaofang-zhou/home/research-team) | PhD；2017-06–2017-08 | [Tsinghua University](https://sites.google.com/view/xiaofang-zhou/home/research-team) · PhD 在读 | | — | | [Juan Deng](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2017–2018 | [Wuhan University](https://sites.google.com/view/xiaofang-zhou/home/research-team) | | — | | [Haiqiang Yang](https://sites.google.com/view/xiaofang-zhou/home/research-team) | PhD；2016-09 起 12 个月 | [Harbin Institute of Technology](https://sites.google.com/view/xiaofang-zhou/home/research-team) · PhD student | CSC 资助 | — | | [Thanh Tam Nguyen](https://sites.google.com/view/xiaofang-zhou/home/research-team) | PhD；2016-08-14–2017-02-14 | [EPFL](https://sites.google.com/view/xiaofang-zhou/home/research-team) · PhD student | | — | | [Bohan Li](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2016-01 起 12 个月 | | 来自 NanHang University；CSC 资助访问 | — | | [Yuan Su](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2016-05 起 12 个月 | | 来自 BeiYou University；CSC 资助访问 | — | | [Hailong Liu](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2015-01–2016-12 | | 来自 Northwestern Polytechnical University；CSC 资助访问 | — | | [Tieke He](https://sites.google.com/view/xiaofang-zhou/home/research-team) | PhD；2013-09–2015-09 | [Nanjing University](https://sites.google.com/view/xiaofang-zhou/home/research-team) · PhD student | CSC 资助访问 | — | | [Wen-Chih Peng](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2014-07–2015-07 | | 来自 National Chiao Tung University, Taiwan | — | | [Lei Zhao](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2014-08–2015-08 | | 来自 Soochow University；江苏省资助访问 | — | | [Xian Wu](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2014-08–2015-08 | | 来自 Soochow University；CSC 资助访问 | — | | [Kang Qiu](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2013-06–2014-06 | | 来自淄博市公安局；CSC 资助访问 | — | | [Yuwie Peng](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2013-01–2014-01 | | 来自 Wuhan University；CSC 资助访问 | — | | [Ivor Tsang](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2012-12 | | 来自 Nanyang Technological University | — | | [Yilun Cai](https://sites.google.com/view/xiaofang-zhou/home/research-team) | PhD；2012-08–2012-12 | [the University of Hong Kong](https://sites.google.com/view/xiaofang-zhou/home/research-team) · PhD 在读 | 导师 Nikos Mamoulis | — | | [Elisa Bertino](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2012-05 | | 来自 Purdue University | — | | [Timos Sellis](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2012-03 | | 来自 National Technical University of Athens | — | | [Jian Pei](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2012-03 | | 来自 Simon Fraser University | — | | [Hanan Samet](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2012-04 | | 来自 University of Maryland | — | | [Chen Xu](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2011-04–2011-07 | | 来自 East China Normal University；研究实习 | — | | [Reynold Cheng](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2011-06 | | 来自 University of Hong Kong | — | | [Fuhao Zou](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Postdoc；2010-06–2011-07 | | 来自 Huazhong University of Science and Technology；CSC 资助博士后 | — | | [Kyoji Kawagoe](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2010-03–2010-09 | | 来自 Ritsumeikan University；休假访问 | — | | [Jing Yang](https://sites.google.com/view/xiaofang-zhou/home/research-team) | PhD；2009-08–2010-07 | [Renmin University of China](https://sites.google.com/view/xiaofang-zhou/home/research-team) · PhD student | | — | | [Peter Scheuemann](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2010-05 | | 来自 Northwestern University；休假访问 | — | | [Huangliang Sun](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2008-09–2009-08 | | 来自 Shenyang Jianzhu University；休假访问 | — | | [Kuien Liu](https://sites.google.com/view/xiaofang-zhou/home/research-team) | PhD；2008-11–2009-11 | [Institute of Software, Chinese Academy of Sciences](https://sites.google.com/view/xiaofang-zhou/home/research-team) · PhD student | | — | | [Wei Lu](https://sites.google.com/view/xiaofang-zhou/home/research-team) | PhD；2008-01–2009-01 | [Renmin University of China](https://sites.google.com/view/xiaofang-zhou/home/research-team) · PhD student | | — | | [Hu Xu](https://sites.google.com/view/xiaofang-zhou/home/research-team) | PhD；2008-01–2009-01 | [Huazhong University of Science and Technology](https://sites.google.com/view/xiaofang-zhou/home/research-team) · PhD student | CSC 资助研究实习 | — | | [Wendy Wen-Rong Jiang](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2007-04–2008-04 | | 来自 Shanghai Second Polytechnic University；休假访问 | — | | [Guowei Yang](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2008-08–2008-10 | | 来自 Hohai University；研究实习 | — | | [Hoang Quang](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2008-08–2008-10 | | 来自 Hui University, Vietnam；UN 资助访问 | — | | [Himanshu Prakash](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2007-05–2007-07 | | 来自 IIT Kanpur；研究实习 | — | | [Mitsuaki Nakasumi](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2006-04–2007-03 | | 来自 Komazawa University；休假访问 | — | | [Hyu Chan Park](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2005-08–2007-02 | | 来自 Korea Maritime University；休假访问 | — | | [Yuan Shi](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2006-09–2007-03 | [Wuhan University](https://sites.google.com/view/xiaofang-zhou/home/research-team) | 研究实习 | — | | [Boxuan Zhai](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2006-09–2007-03 | [Wuhan University](https://sites.google.com/view/xiaofang-zhou/home/research-team) | 研究实习 | — | | [Jeffrey Yu](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2006-07 | | 来自 CUHK | — | | [Tim Merrett](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2006-04 | | 来自 McGill University；休假访问 | — | | [Xia Cao](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2005-09–2005-12 | | 来自 National University of Singapore；研究实习 | — | | [Jizhou Lou](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2005-07–2005-11 | | 来自 Harbin Institute of Technology；研究实习 | — | | [Haijun Wu](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2004-07–2005-07 | | 来自 Nanjing University；休假访问 | — | | [Zhiyong Peng](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2004-11 | | 来自 Wuhan University | — | | [Guihai Chen](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；2000-07–2000-08 | | 来自 Nanjing University | — | | [Sanglu Lu](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting researcher；1999 | | 来自 Nanjing University | — | | [Wei Chen (Soochow visiting PhD)](https://sites.google.com/view/xiaofang-zhou/home/research-team) | Visiting PhD；2016-10 起 12 个月 | [Soochow University](https://sites.google.com/view/xiaofang-zhou/home/research-team) · PhD 在读 | CSC 资助访问 | — | ## 业界合作 学校项目记录列有企业资助的研究项目。 - **[MetaX Integrated Circuits (Shanghai) Co, Ltd.](https://facultyprofiles.hkust.edu.hk/profiles.php?profile=xiaofang-zhou-zxf) · 资助研究项目**。牵头项目 HKUST-MetaX Joint Laboratory for Advanced AI Computing（2024 -） - **[Huawei Technologies Co., Ltd.](https://facultyprofiles.hkust.edu.hk/profiles.php?profile=xiaofang-zhou-zxf) · 资助研究项目**。牵头项目 Adaptive Proximity Queries for High-Density Point Cloud Data in Dynamic Environments（2024 -） - **[Huawei Technologies Co., Ltd.](https://facultyprofiles.hkust.edu.hk/profiles.php?profile=xiaofang-zhou-zxf) · 资助研究项目**。牵头项目 Optimization of Data Curation for Cost-effective LLM Training（2024 - 2026） - **[China Unicom (Hong Kong) Operations Limited](https://facultyprofiles.hkust.edu.hk/profiles.php?profile=xiaofang-zhou-zxf) · 资助研究项目**。牵头项目 HKUST-China Unicom Joint Laboratory on Smart Society（2023 - 2026） ## 成员实习与产业经历 - **[Elton Chun Chai Li](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · JP Morgan**（2025-10–2026-04）。Intern（MPhil 期间） - **[Weijie Shi](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · Alibaba**（2025-05–2025-08）。Intern（PhD 期间） - **[Jimmy Kwun Hang Lau](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · Huawei Research Hong Kong**（2025-08–2026-01）。Research Intern（MPhil 阶段后期） - **[Xi Zhao](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · ByteDance**（2025-11–2026-01）。Visiting researcher（PhD 期间） - **[Zhenjun Huang](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · Peng Cheng Laboratory**（2026-09–）。Intern（PhD 期间；PCL Scholarship） - **[Sherry Sau Lai Yip](https://sites.google.com/view/xiaofang-zhou/home/research-research-students) · Huawei**（2026-09–）。Intern（MPhil 期间） ## 学术贡献与服务 数据库资深学者与系负责人，主线覆盖复杂数据管理。 - [IEEE Fellow、Global STEM Scholar；ICDE 2015/2019 Best Paper，PVLDB 2020 PC Chair。](https://sites.google.com/view/xiaofang-zhou) - [现任系主任、Otto Poon Professor；DSF、INAIR 与 MetaX 联合实验室 founding director。](https://sites.google.com/view/xiaofang-zhou) ## 论文分析 ### 2024 · [Fight Fire with Fire: Towards Robust Graph Neural Networks on Dynamic Graphs via Actively Defense](https://www.vldb.org/pvldb/vol17/p2050-li.pdf) PVLDB - **问题**：动态攻击会变化，针对固定模式的图防御失效。 - **方法**：ADGNN 主动注入 guardian nodes，以梯度优化扰乱攻击并保护脆弱节点。 - **结果**：4 个真实图数据集上有效，并可结合既有被动防御。 - **实验条件**：依赖可添加 guardian nodes 的平台能力和指定 injective threat model。 - **研究线**：数据质量/完整性扩展到图学习安全。 阅读：Abstract；Introduction（开头）；Conclusion（开头）。 ### 2025 · [Wolverine: Highly Efficient Monotonic Search Path Repair for Graph-based ANN Index Updates](https://www.vldb.org/pvldb/vol18/p2268-zheng.pdf) PVLDB - **问题**：删除向量会破坏 ANN 图搜索路径与 recall。 - **方法**：修复 monotonic paths；2-hop 限域与候选筛选控制代价。 - **结果**：9 个数据集相对 FreshDiskANN 删除吞吐最高 11 倍，更新中 recall 更稳定。 - **实验条件**：收益依赖更新负载与图索引；近似搜索的质量条件仍在。 - **研究线**：从静态检索走向动态 vector database。 阅读：Abstract；Introduction（开头）；Conclusion（开头）。 ### 2026 · [A Unified Query Planning Framework for Conjunctive Regular Path Queries](https://www.vldb.org/pvldb/vol19/p2686-pang.pdf) PVLDB - **问题**：CRPQ 中 subgraph matching 与 RPQ 优化缺统一计划空间。 - **方法**：hypergraph query model、六个核心算子与代数改写，配合 cost-based plan selection。 - **结果**：在 MillenniumDB、Neo4j 上实现，以 WDBench/LDBC SNB 查询评估获得加速。 - **实验条件**：本文称 near-optimal plan；cost estimation 和实际查询分布影响收益。 - **研究线**：延续数据库查询规划基础。 阅读：Abstract；Introduction（开头）。 ## 2024–2026 论文目录 ### 2026 - [A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation](https://doi.org/10.1007/978-981-92-0372-7_29)。[DASFAA (4)](https://dblp.org/rec/conf/dasfaa/YuanLDWZMCZY26) - [A Unified Query Planning Framework for Conjunctive Regular Path Queries](https://www.vldb.org/pvldb/vol19/p2686-pang.pdf)。[Proc. VLDB Endow.](https://dblp.org/rec/journals/pvldb/PangZBOZ26) - [Adaptive Stopping for Multi-Turn LLM Reasoning](https://doi.org/10.48550/ARXIV.2604.01413)。[CoRR](https://dblp.org/rec/journals/corr/abs-2604-01413) - [Back to Basics: Let Conversational Agents Remember with Just Retrieval and Generation](https://doi.org/10.48550/ARXIV.2604.11628)。[CoRR](https://dblp.org/rec/journals/corr/abs-2604-11628) - [Beyond Retrieval: Analytic Memory for Multimodal Agents](https://doi.org/10.48550/ARXIV.2607.29440)。[CoRR](https://dblp.org/rec/journals/corr/abs-2607-29440) - [Breaking the Static Graph: Context-Aware Traversal for Graph-Based RAG](https://doi.org/10.18653/V1/2026.FINDINGS-ACL.290)。[ACL (Findings)](https://dblp.org/rec/conf/acl/LauZRZGZZ26) - [Breaking the Static Graph: Context-Aware Traversal for Robust Retrieval-Augmented Generation](https://doi.org/10.48550/ARXIV.2602.01965)。[CoRR](https://dblp.org/rec/journals/corr/abs-2602-01965) - [Cardinality Estimation for High Dimensional Similarity Queries with Adaptive Bucket Probing](https://doi.org/10.48550/ARXIV.2604.04603)。[CoRR](https://dblp.org/rec/journals/corr/abs-2604-04603) - [Efficient Algorithms for Budgeted Profit Maximization With Theoretical Guarantees](https://doi.org/10.1109/TKDE.2026.3657421)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/GuoFSTZW26) - [Energy-Efficient Velocity Control With State Augmentation for Autonomous Vehicles](https://doi.org/10.1109/TKDE.2026.3668380)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/XiaLCZSZZ26) - [Enhancing Graph-based Approximate Maximum Inner Product Search via Norm-Adaptive Partitioning](https://doi.org/10.1145/3802051)。[Proc. ACM Manag. Data](https://dblp.org/rec/journals/pacmmod/ZhaoTHTXZZ26) - [Faithful in Steps: Improving Generalization and Citation in RAG via Query Decomposition](https://doi.org/10.1609/AAAI.V40I42.40879)。[AAAI](https://dblp.org/rec/conf/aaai/LiuRDZZZ26) - [From Coarse to Fine: Managing Temporal Granularity in Spatio-Temporal Data for Fine-Grained Traffic Prediction](https://doi.org/10.48550/ARXIV.2606.09392)。[CoRR](https://dblp.org/rec/journals/corr/abs-2606-09392) - [From Exposure to Internalization: Dual-Stream Calibration for In-context Clinical Reasoning](https://doi.org/10.48550/ARXIV.2604.06262)。[CoRR](https://dblp.org/rec/journals/corr/abs-2604-06262) - [FutureLight: An Efficient Future Traffic Data-Driven Reinforcement Learning Framework for Traffic Signal Controls](https://www.vldb.org/pvldb/vol19/p2344-xu.pdf)。[Proc. VLDB Endow.](https://dblp.org/rec/journals/pvldb/XuMLWHZ26) - [GEM: A Native Graph-based Index for Multi-Vector Retrieval](https://doi.org/10.1145/3802065)。[Proc. ACM Manag. Data](https://dblp.org/rec/journals/pacmmod/TianTZZZ26) - [Hybrid Diversified Routing System](https://doi.org/10.1109/TKDE.2026.3671321)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/LuoLZZ26) - [iKSP: A Path Enumeration Index in Road Networks](https://doi.org/10.1109/ICDE65706.2026.00149)。[ICDE](https://dblp.org/rec/conf/icde/LuoLZZXZ26) - [Impact-Aware Maneuver Decision With Driving Style Tuning for Autonomous Vehicle](https://doi.org/10.1109/TKDE.2026.3668787)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/XiaLZSZZ26) - [Intent Propagation Contrastive Collaborative Filtering Extended Abstract](https://doi.org/10.1109/ICDE65706.2026.00353)。[ICDE](https://dblp.org/rec/conf/icde/LiDLJWZ26) - [Intent-Based Trust Evaluation](https://doi.org/10.1109/TKDE.2025.3624874)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/XuLWZZZ26) - [LiCoMemory: Lightweight and Cognitive Agentic Memory for Efficient Long-Term Reasoning](https://doi.org/10.18653/V1/2026.FINDINGS-ACL.1835)。[ACL (Findings)](https://dblp.org/rec/conf/acl/HuangTGZZJXZ26) - [Locatability-Guided Adaptive Reasoning for Image Geo-Localization with Vision-Language Models](https://doi.org/10.48550/ARXIV.2603.13628)。[CoRR](https://dblp.org/rec/journals/corr/abs-2603-13628) - [M3Exam: Benchmarking Multimodal Memory for Realistic User-Agent Interactions](https://doi.org/10.48550/ARXIV.2606.07402)。[CoRR](https://dblp.org/rec/journals/corr/abs-2606-07402) - [Photoacoustic imaging of oxygen saturation in the radial arterial wall and perivascular tissue in patients with systemic lupus erythematosus](https://doi.org/10.1186/S12880-026-02436-7)。[BMC Medical Imaging](https://dblp.org/rec/journals/bmcmi/ZhouPLZWLLPYSXLL26) - [Proficient Graph Neural Network Design by Accumulating Knowledge on Large Language Models](https://doi.org/10.1145/3773966.3777982)。[WSDM](https://dblp.org/rec/conf/wsdm/WangLDWWC026) - [R3L: Reflect-then-Retry Reinforcement Learning with Language-Guided Exploration, Pivotal Credit, and Positive Amplification](https://doi.org/10.48550/ARXIV.2601.03715)。[CoRR](https://dblp.org/rec/journals/corr/abs-2601-03715) - [SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting](https://doi.org/10.48550/ARXIV.2605.07243)。[CoRR](https://dblp.org/rec/journals/corr/abs-2605-07243) - [SSR3D-LLM: Structured Spatial Reasoning via Latent Steps for Fine-Grained Grounding in Unified 3D-LLMs](https://doi.org/10.48550/ARXIV.2605.28490)。[CoRR](https://dblp.org/rec/journals/corr/abs-2605-28490) - [Trip+: Benchmarking Agents in Personalized Interactive Travel Planning](https://doi.org/10.48550/ARXIV.2606.21169)。[CoRR](https://dblp.org/rec/journals/corr/abs-2606-21169) - [Unified Dominance Graph for Interval-Predicate Approximate Nearest Neighbor Search](https://doi.org/10.48550/ARXIV.2606.24204)。[CoRR](https://dblp.org/rec/journals/corr/abs-2606-24204) - [Unraveling Spatio-Temporal Foundation Models via the Pipeline Lens: A Comprehensive Review](https://doi.org/10.1109/TKDE.2026.3651536)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/FangMLDCZXZPJZZ26) - [UrbanFM: Scaling Urban Spatio-Temporal Foundation Models](https://doi.org/10.1145/3770855.3819055)。[KDD (2)](https://dblp.org/rec/conf/kdd/ChenWCZL26) - [VisualNeo: Bridging the Gap between Visual Query Interfaces and Graph Query Engines](https://doi.org/10.48550/ARXIV.2604.25283)。[CoRR](https://dblp.org/rec/journals/corr/abs-2604-25283) - [Zero-Shot Cellular Trajectory Map Matching](https://doi.org/10.1109/TKDE.2026.3681970)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/ShiCCLLZXZ26) ### 2025 - [Intent Propagation Contrastive Collaborative Filtering](https://doi.org/10.1109/TKDE.2025.3543241)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/LiDLJWZ25) - [A Bargaining-Based Approach for Feature Trading in Vertical Federated Learning](https://doi.org/10.1109/ICDE65448.2025.00080)。[ICDE](https://dblp.org/rec/conf/icde/CuiYLLZLDZ25) - [A Just-In-Time Framework for Routing-Oriented Traffic Prediction](https://doi.org/10.1109/ICDE65448.2025.00240)。[ICDE](https://dblp.org/rec/conf/icde/ZhaoLZMZ25) - [A Message from the Chairs](https://doi.org/10.1109/ICDE65448.2025.00005)。[ICDE](https://dblp.org/rec/conf/icde/ZhouLBJZ25) - [A Survey and Experimental Study on Neural Trajectory-User Linking Models](https://doi.org/10.1109/TKDE.2025.3607902)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/ShiHJHKWZ25) - [Anomaly Diagnosis with Siamese Discrepancy Networks in Distributed Cloud Databases](https://doi.org/10.1109/ICDE65448.2025.00302)。[ICDE](https://dblp.org/rec/conf/icde/YanZQYCXLZYZ25) - [AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale Corpora](https://doi.org/10.48550/ARXIV.2505.23628)。[CoRR](https://dblp.org/rec/journals/corr/abs-2505-23628) - [Benchmarking Recommendation, Classification, and Tracing Based on Hugging Face Knowledge Graph](https://doi.org/10.48550/ARXIV.2505.17507)。[CoRR](https://dblp.org/rec/journals/corr/abs-2505-17507) - [Beyond Model Base Selection: Weaving Knowledge to Master Fine-grained Neural Network Design](https://doi.org/10.48550/ARXIV.2507.15336)。[CoRR](https://dblp.org/rec/journals/corr/abs-2507-15336) - [Compatible Unsupervised Anomaly Detection with Multi-Perspective Spatio-Temporal Learning](https://doi.org/10.1109/ICDE65448.2025.00303)。[ICDE](https://dblp.org/rec/conf/icde/ChenZLFXYZYZ25) - [CroTad: A Contrastive Reinforcement Learning Framework for Online Trajectory Anomaly Detection](https://doi.org/10.48550/ARXIV.2511.16929)。[CoRR](https://dblp.org/rec/journals/corr/abs-2511-16929) - [Detect, Investigate, Judge and Determine: A Knowledge-Guided Framework for Few-Shot Fake News Detection](https://doi.org/10.1109/ICDM65498.2025.00055)。[ICDM](https://dblp.org/rec/conf/icdm/LiuZLTZZZC25) - [DIDS: Domain Impact-aware Data Sampling for Large Language Model Training](https://doi.org/10.18653/V1/2025.EMNLP-MAIN.215)。[EMNLP](https://dblp.org/rec/conf/emnlp/ShiZWFZZCZCZHXZ25) - [Dynamic Route Optimization With Multi-Category Constraints for POIs Visit](https://doi.org/10.1109/TITS.2024.3520580)。[IEEE Trans. Intell. Transp. Syst.](https://dblp.org/rec/journals/tits/LiLHLZZ25) - [Efficient Latent-based Scoring Function Search for N-ary Relational Knowledge Bases](https://doi.org/10.1145/3707644)。[ACM Trans. Knowl. Discov. Data](https://dblp.org/rec/journals/tkdd/DiZYZC25) - [Efficient Leave-one-out Approximation in LLM Multi-agent Debate Based on Introspection](https://doi.org/10.48550/ARXIV.2505.22192)。[CoRR](https://dblp.org/rec/journals/corr/abs-2505-22192) - [Efficient Time-Dependent Shortest Path Finding on Cargo Network](https://doi.org/10.1109/BIGDATA66926.2025.11401019)。[IEEE Big Data](https://dblp.org/rec/conf/bigdataconf/LiLZLXZ25) - [Enhancing Tool Learning in Large Language Models with Hierarchical Error Checklists](https://doi.org/10.18653/V1/2025.FINDINGS-ACL.841)。[ACL (Findings)](https://dblp.org/rec/conf/acl/0001YTSLD025) - [EraRAG: Efficient and Incremental Retrieval Augmented Generation for Growing Corpora](https://doi.org/10.48550/ARXIV.2506.20963)。[CoRR](https://dblp.org/rec/journals/corr/abs-2506-20963) - [Few-Shot Causal Representation Learning for Out-of-Distribution Generalization on Heterogeneous Graphs](https://doi.org/10.1109/TKDE.2025.3531469)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/DingWLWZ25) - [Fused Gromov-Wasserstein Alignment for Graph Edit Distance Computation and Beyond](https://www.vldb.org/pvldb/vol18/p3641-tang.pdf)。[Proc. VLDB Endow.](https://dblp.org/rec/journals/pvldb/TangZKZL25) - [Grounded by Experience: Generative Healthcare Prediction Augmented with Hierarchical Agentic Retrieval](https://doi.org/10.48550/ARXIV.2511.13293)。[CoRR](https://dblp.org/rec/journals/corr/abs-2511-13293) - [High Throughput Shortest Distance Query Processing on Large Dynamic Road Networks](https://doi.org/10.1109/ICDE65448.2025.00092)。[ICDE](https://dblp.org/rec/conf/icde/ZhouZLZ25) - [Learn while Unlearn: An Iterative Unlearning Framework for Generative Language Models](https://doi.org/10.1109/ICDM65498.2025.00082)。[ICDM](https://dblp.org/rec/conf/icdm/TangLZLZZZC25) - [Learning Towards Emergence: Paving the Way to Induce Emergence by Inhibiting Monosemantic Neurons on Pre-trained Models](https://doi.org/10.48550/ARXIV.2503.23298)。[CoRR](https://dblp.org/rec/journals/corr/abs-2503-23298) - [Making RALM Robust to Irrelevant Contexts via Layer Knowledge Guided Attention](https://doi.org/10.18653/V1/2025.FINDINGS-ACL.188)。[ACL (Findings)](https://dblp.org/rec/conf/acl/ShiCLZZCZZ00025) - [Partitioned Dynamic Hub Labeling for Large Road Networks](https://doi.org/10.1109/TKDE.2025.3538694)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/ZhangZLZ25) - [Route optimization with collective spatial keywords: A skyline-based approach](https://doi.org/10.1007/S00778-025-00940-W)。[VLDB J.](https://dblp.org/rec/journals/vldb/LiASXLJZ25) - [RouteSys: A Future Route Data Management System](https://doi.org/10.1145/3748636.3762789)。[SIGSPATIAL/GIS](https://dblp.org/rec/conf/gis/XuPL0X025) - [Scalable Graph-based Retrieval-Augmented Generation via Locality-Sensitive Hashing](https://www.vldb.org/2025/Workshops/VLDB-Workshops-2025/LLM+Graph/LLMGraph-3.pdf)。[VLDB Workshops](https://dblp.org/rec/conf/vldb/ZhangHZGLZ25) - [Select Edges Wisely: Monotonic Path Aware Graph Layout Optimization for Disk-based ANN Search](https://www.vldb.org/pvldb/vol18/p4337-zheng.pdf)。[Proc. VLDB Endow.](https://dblp.org/rec/journals/pvldb/YueZXXZDGZJ25) - [Semantic-guided Diverse Decoding for Large Language Model](http://papers.nips.cc/paper_files/paper/2025/hash/d9cb74783847e3143cf239ebd6b61cd7-Abstract-Conference.html)。[NeurIPS](https://dblp.org/rec/conf/nips/ShiCWFZLHZXZ25) - [Special topic on cloud-edge collaboration for on-device recommendation](https://doi.org/10.1007/S11432-025-4334-2)。[Sci. China Inf. Sci.](https://dblp.org/rec/journals/chinaf/YinCZCNZ25) - [Structuring Benchmark into Knowledge Graphs to Assist Large Language Models in Retrieving and Designing Models](https://openreview.net/forum?id=49fIu0yDJ4)。[ICLR](https://dblp.org/rec/conf/iclr/LiuDWWW0025) - [Think or Not? Exploring Thinking Efficiency in Large Reasoning Models via an Information-Theoretic Lens](https://doi.org/10.48550/ARXIV.2505.18237)。[CoRR](https://dblp.org/rec/journals/corr/abs-2505-18237) - [Top Ten Challenges Towards Agentic Neural Graph Databases](http://sites.computer.org/debull/A25mar/p104.pdf)。[IEEE Data Eng. Bull.](https://dblp.org/rec/journals/debu/Bai0Z0FHDCZTGXL25) - [Towards DS-NER: Unveiling and Addressing Latent Noise in Distant Annotations](https://doi.org/10.1109/TKDE.2025.3567204)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/DingQLXCZZ25) - [Ultra-Flexible, Explainable, and Scalable Traffic Prediction with Dynamic Future Routes](https://doi.org/10.1109/ICDE65448.2025.00246)。[ICDE](https://dblp.org/rec/conf/icde/XuLZXZ25) - [Unifying Lane-Level Traffic Prediction From a Graph Structural Perspective: Benchmark and Baseline](https://doi.org/10.1109/TKDE.2025.3580465)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/LiCXLMYZZ25) - [Vector Database Systems: Foundational Data Infrastructure for the Age of AI](https://doi.org/10.1109/BIGDATA66926.2025.11401670)。[IEEE Big Data](https://dblp.org/rec/conf/bigdataconf/000125a) - [Wolverine: Highly Efficient Monotonic Search Path Repair for Graph-based ANN Index Updates](https://www.vldb.org/pvldb/vol18/p2268-zheng.pdf)。[Proc. VLDB Endow.](https://dblp.org/rec/journals/pvldb/LiuZYRZJ25) ### 2024 - [A Coarse-to-Fine Framework for Entity-Relation Joint Extraction](https://doi.org/10.1109/ICDE60146.2024.00082)。[ICDE](https://dblp.org/rec/conf/icde/ZhangWQL0Z0024) - [A Just-In-Time Framework for Continuous Routing](https://doi.org/10.1109/ICDE60146.2024.00350)。[ICDE](https://dblp.org/rec/conf/icde/ZhaoLZLZZ24) - [A Survey on Contribution Evaluation in Vertical Federated Learning](https://doi.org/10.48550/ARXIV.2405.02364)。[CoRR](https://dblp.org/rec/journals/corr/abs-2405-02364) - [A Universal and Interpretable Method for Enhancing Stock Price Prediction](https://doi.org/10.1145/3627673.3679731)。[CIKM](https://dblp.org/rec/conf/cikm/LiuD00L24) - [Adaptive Hypergraph Network for Trust Prediction](https://doi.org/10.1109/ICDE60146.2024.00232)。[ICDE](https://dblp.org/rec/conf/icde/XuLWZZZ24) - [Adversarial Graph Neural Network for Multivariate Time Series Anomaly Detection](https://doi.org/10.1109/TKDE.2024.3419891)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/ZhengMZZZYYZJ24) - [An Auction-based Marketplace for Model Trading in Federated Learning](https://doi.org/10.48550/ARXIV.2402.01802)。[CoRR](https://dblp.org/rec/journals/corr/abs-2402-01802) - [Approximate Skyline Index for Constrained Shortest Pathfinding with Theoretical Guarantee](https://doi.org/10.1109/ICDE60146.2024.00322)。[ICDE](https://dblp.org/rec/conf/icde/LiuL0H024) - [CCML: Curriculum and Contrastive Learning Enhanced Meta-Learner for Personalized Spatial Trajectory Prediction](https://doi.org/10.1109/TKDE.2024.3376539)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/ZhaoXXFCZ24) - [Coalition-based task assignment with priority-aware fairness in spatial crowdsourcing](https://doi.org/10.1007/S00778-023-00802-3)。[VLDB J.](https://dblp.org/rec/journals/vldb/ZhaoZWDYPJZ24) - [Comfort-Aware Lane Change Planning With Exit Strategy for Autonomous Vehicle](https://doi.org/10.1109/TKDE.2023.3348550)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/LiuCZSZZ24) - [Computation-friendly Graph Neural Network Design by Accumulating Knowledge on Large Language Models](https://doi.org/10.48550/ARXIV.2408.06717)。[CoRR](https://dblp.org/rec/journals/corr/abs-2408-06717) - [Cross-Insight Trader: A Trading Approach Integrating Policies with Diverse Investment Horizons for Portfolio Management](https://doi.org/10.1109/ICDE60146.2024.00356)。[ICDE](https://dblp.org/rec/conf/icde/Zheng0DZS024) - [DB-LSH 2.0: Locality-Sensitive Hashing With Query-Based Dynamic Bucketing](https://doi.org/10.1109/TKDE.2023.3295831)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/TianZZ24) - [Deep Learning for Trajectory Data Management and Mining: A Survey and Beyond](https://doi.org/10.48550/ARXIV.2403.14151)。[CoRR](https://dblp.org/rec/journals/corr/abs-2403-14151) - [E2GCL: Efficient and Expressive Contrastive Learning on Graph Neural Networks](https://doi.org/10.1109/ICDE60146.2024.00071)。[ICDE](https://dblp.org/rec/conf/icde/LiDCZ24) - [Effective Data Selection and Replay for Unsupervised Continual Learning](https://doi.org/10.1109/ICDE60146.2024.00119)。[ICDE](https://dblp.org/rec/conf/icde/LiuDLLCZ24) - [Efficient Frequency-Based Randomization for Spatial Trajectories Under Differential Privacy](https://doi.org/10.1109/TKDE.2023.3322471)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/JinHLRZ24) - [Efficient processing of coverage centrality queries on road networks](https://doi.org/10.1007/S11280-024-01248-5)。[World Wide Web (WWW)](https://dblp.org/rec/journals/www/XuZWLZ24) - [ElasTST: Towards Robust Varied-Horizon Forecasting with Elastic Time-Series Transformer](http://papers.nips.cc/paper_files/paper/2024/hash/d7aa002885ccbe68cf6880da583761b2-Abstract-Conference.html)。[NeurIPS](https://dblp.org/rec/conf/nips/ZhangZWZBL24) - [Enhancing Precision Drug Recommendations via In-Depth Exploration of Motif Relationships](https://doi.org/10.1109/TKDE.2024.3437775)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/ZhaoZZL24) - [Evidence Reasoning and Curriculum Learning for Document-Level Relation Extraction](https://doi.org/10.1109/TKDE.2023.3292974)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/XuQHLXLZZ24) - [Fight Fire with Fire: Towards Robust Graph Neural Networks on Dynamic Graphs via Actively Defense](https://www.vldb.org/pvldb/vol17/p2050-li.pdf)。[Proc. VLDB Endow.](https://dblp.org/rec/journals/pvldb/LiDLCZ24) - [FRESH: Towards Efficient Graph Queries in an Outsourced Graph](https://doi.org/10.1109/ICDE60146.2024.00346)。[ICDE](https://dblp.org/rec/conf/icde/HuangL0TZC0024) - [Front Matter](https://www.vldb.org/pvldb/vol17/FrontMatterVol17No12.pdf)。[Proc. VLDB Endow.](https://dblp.org/rec/journals/pvldb/ZhangSFCDSTATWXGPBWHSOZ24) - [Global Optimal Travel Planning for Massive Travel Queries in Road Networks](https://doi.org/10.1109/TKDE.2024.3439409)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/XuLZXZ24) - [GradGCL: Gradient Graph Contrastive Learning](https://doi.org/10.1109/ICDE60146.2024.00095)。[ICDE](https://dblp.org/rec/conf/icde/LiD0024) - [HeteFedRec: Federated Recommender Systems with Model Heterogeneity](https://doi.org/10.1109/ICDE60146.2024.00109)。[ICDE](https://dblp.org/rec/conf/icde/YuanQCT0Y24) - [I/O-Efficient Multi-Criteria Shortest Paths Query Processing on Large Graphs](https://doi.org/10.1109/TKDE.2024.3386906)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/ZhouHLZZ24) - [Irregular Multivariate Time Series Forecasting: A Transformable Patching Graph Neural Networks Approach](https://proceedings.mlr.press/v235/zhang24bw.html)。[ICML](https://dblp.org/rec/conf/icml/ZhangYL0024) - [LDPGuard: Defenses Against Data Poisoning Attacks to Local Differential Privacy Protocols](https://doi.org/10.1109/TKDE.2024.3358909)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/HuangOYHZZZZ24) - [Learnable Model Augmentation Contrastive Learning for Sequential Recommendation](https://doi.org/10.1109/TKDE.2023.3330426)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/HaoZXLZLSZ24) - [Managing the Future: Route Planning Influence Evaluation in Transportation Systems](https://doi.org/10.1109/ICDE60146.2024.00347)。[ICDE](https://dblp.org/rec/conf/icde/XuL0XZ24) - [Meta-Optimized Joint Generative and Contrastive Learning for Sequential Recommendation](https://doi.org/10.1109/ICDE60146.2024.00060)。[ICDE](https://dblp.org/rec/conf/icde/HaoZFQ0ZS024) - [Meta-optimized Structural and Semantic Contrastive Learning for Graph Collaborative Filtering](https://doi.org/10.1109/ICDE60146.2024.00058)。[ICDE](https://dblp.org/rec/conf/icde/HaoZQ00ZS024) - [Multi-Modality is All You Need for Transferable Recommender Systems](https://doi.org/10.1109/ICDE60146.2024.00380)。[ICDE](https://dblp.org/rec/conf/icde/LiDNZGY024) - [Ocean: Online Clustering and Evolution Analysis for Dynamic Streaming Data](https://doi.org/10.1109/ICDE60146.2024.00343)。[ICDE](https://dblp.org/rec/conf/icde/FengFXCZ0024) - [Preserving Location Privacy with Semantic-Aware Indistinguishability](https://doi.org/10.1007/978-981-97-5562-2_15)。[DASFAA (4)](https://dblp.org/rec/conf/dasfaa/JinRHLZ24) - [Scalable Distance Labeling Maintenance and Construction for Dynamic Small-World Networks](https://doi.org/10.1109/ICDE60146.2024.00348)。[ICDE](https://dblp.org/rec/conf/icde/ZhouZLZ24) - [Scene-Driven Multimodal Knowledge Graph Construction for Embodied AI](https://doi.org/10.1109/TKDE.2024.3399746)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/SongSLLSXZ24) - [Search to Fine-Tune Pre-Trained Graph Neural Networks for Graph-Level Tasks](https://doi.org/10.1109/ICDE60146.2024.00219)。[ICDE](https://dblp.org/rec/conf/icde/WangDC024) - [Seeing the Forest for the Trees: Road-Level Insights Assisted Lane-Level Traffic Prediction](https://doi.org/10.1145/3627673.3679600)。[CIKM](https://dblp.org/rec/conf/cikm/00010XZ0Y024) - [Short-Text Author Linking Through Multi-Facet Temporal-Textual Embedding (Extended Abstract)](https://doi.org/10.1109/ICDE60146.2024.00475)。[ICDE](https://dblp.org/rec/conf/icde/NajafipourHH0024) - [SimDiff: Simple Denoising Probabilistic Latent Diffusion Model for Data Augmentation on Multi-modal Knowledge Graph](https://doi.org/10.1145/3637528.3671769)。[KDD](https://dblp.org/rec/conf/kdd/LiDC024) - [SoulMate: Short-Text Author Linking Through Multi-Aspect Temporal-Textual Embedding (Extended Abstract)](https://doi.org/10.1109/ICDE60146.2024.00508)。[ICDE](https://dblp.org/rec/conf/icde/PourHH0024) - [ST-ABC: Spatio-Temporal Attention-Based Convolutional Network for Multi-Scale Lane-Level Traffic Prediction](https://doi.org/10.1109/ICDE60146.2024.00096)。[ICDE](https://dblp.org/rec/conf/icde/Li0LYZZ24) - [Task Allocation in Spatial Crowdsourcing: An Efficient Geographic Partition Framework](https://doi.org/10.1109/TKDE.2024.3374086)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/ZhaoCYGZZ24) - [TED$^+$+: Towards Discovering Top-k Edge-Diversified Patterns in a Graph Database](https://doi.org/10.1109/TKDE.2023.3312566)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/HuangCYZZTZHZ24) - [Three Pillars Towards Next-Generation Routing System](https://doi.org/10.48550/ARXIV.2409.11412)。[CoRR](https://dblp.org/rec/journals/corr/abs-2409-11412) - [Towards a Unified Understanding of Uncertainty Quantification in Traffic Flow Forecasting](https://doi.org/10.1109/TKDE.2023.3312261)。[IEEE Trans. Knowl. Data Eng.](https://dblp.org/rec/journals/tkde/QianZZCZZ24) - [Value-Wise ConvNet for Transformer Models: An Infinite Time-Aware Recommender System (Extended Abstract)](https://doi.org/10.1109/ICDE60146.2024.00489)。[ICDE](https://dblp.org/rec/conf/icde/SaakiHR0HZ24)