Fangda Guo

Me
   Professor (Assistant), ICT CAS

   ORCID: 0000-0003-2401-6499
   Scopus ID: 56427426700
   ResearchGate: Overview
   WeChat: 476657148
   E-mail: guofangda@ict.ac.cn; gfdyes@gmail.com

Education

Qualification

Research Filed

Publications

You can also see DBLP.

   International Journal

  1. Fangda Guo, Ye Yuan, Guoren Wang, Lei Chen, Xiang Lian, Zimeng Wang.
    "Cohesive Group Nearest Neighbor Queries on Road-Social Networks under Multi-Criteria" [PDF]
    IEEE Trans. Knowl. Data Eng. (TKDE), vol. 33, no. 11, pp. 3520-3536, Nov 2021. (CCF-A, JCR-Q1, IF 9.235)
  2. Ying Wang, Zhiliang Zhu, Bo Yang, Fangda Guo, Hai Yu.
    "Using reliability risk analysis to prioritize test cases" [PDF]
    Journal of Systems and Software (JSS), vol. 139, pp. 14-31, May 2018. (CCF-B, JCR-Q1, IF 3.514)
  3. Yu Zhang, Ye Yuan, Fangda Guo, Yishu Wang, Guoren Wang.
    "Improving the multimodal probabilistic semantic model by ELM classifiers" [PDF]
    Journal of the Franklin Institute, vol. 355, no. 4, pp. 1967-1990, Mar 2018. (JCR-Q1, IF 4.246)
  4. Zhiliang Zhu, Fangda Guo*, Hai Yu, Chen Chen.
    "Fast Single Image Super-Resolution via Self-Example Learning and Sparse Representation" [PDF]
    IEEE Trans. Multim. (TMM), vol. 16, no. 8, pp. 2178-2190, Dec 2014. (中科院一区TOP, CCF-B, JCR-Q1, IF 8.182)
  5. Yan Zhao, Xuanlei Chen, Guanyu Ye, Fangda Guo, Kai Zheng*, Xiaofang Zhou.
    "Task Allocation in Spatial Crowdsourcing: An Efficient Geographic Partition Framework"
    IEEE Trans. Knowl. Data Eng. (TKDE), vol. 36, no. 9, pp. 4943-4955, Sep 2024, DOI: 10.1109/TKDE.2024.3374086. (CCF-A, JCR-Q1, IF 9.235)
  6. Jie Su, Peng Sun, Yuting Jiang, Zhenyu Wen*, Fangda Guo*, Yiming Wu, Zhen Hong, Haoran Duan, Yawen Huang, Rajiv Ranjan, Yefeng Zheng.
    "A Semantic-Consistent Few-Shot Modulation Recognition Framework for IoT Applications"
    IEEE Trans. Neural Networks Learn. Syst. (TNNLS), DOI: 10.1109/TNNLS.2024.3441597. (中科院一区TOP, CCF-B, JCR-Q1, IF 10.4)
  7. Boshen Shi, Yongqing Wang*, Fangda Guo, Bingbing Xu, Huawei Shen, Xueqi Cheng.
    "Domain Adaptation for Graph Representation Learning: Challenges, Progress, and Prospects"
    Journal of Computer Science and Technology (JCST), accepted. (CCF-B)

   International Conference

  1. Shiyuan Xu, Xue Chen, Yuxin Xi, Yu Guo, Fangda Guo*, Siu Ming Yiu.
    "Efficient Searchable Encryption with Both Owner and Multi-user Authentication for Web Data Management"
    The Web Conference 2025, under review. (CCF-A)
  2. Zhao Bai, Mingyue Wang, Yu Guo, Fangda Guo*, Rongfang Bie.
    "Binder: Trusted Hardware based Federated Learning against Rollback and Fork Attacks"
    51st International Conference on Very Large Data Bases (VLDB 2025), under review. (CCF-A)
  3. Jiangrong Yang, Haodi Wang, Tangyu Jiang, Yu Guo, Fangda Guo*, Rongfang Bie.
    "AutoMixer: Automated Multi-Scale Mixing for Time Series Forecasting Based on Neural Architecture Search"
    41st IEEE International Conference on Data Engineering (ICDE 2025), under review. (CCF-A)
  4. Yuxin Xi, Yu Guo, Shiyuan Xu, Fangda Guo*, Luoxun Liu, Chengjun Cai.
    "Private Sample Alignment for Vertical Federated Learning: An Efficient and Reliable Realization"
    51st International Conference on Very Large Data Bases (VLDB 2025), under review. (CCF-A)
  5. Jie Su, Yuheng Ye, Zhenyu Wen, Fangda Guo, Yejian Zhou, Xiaoqin Zhang.
    "Patch Matter: Fine-grained Radio Signal Pattern Mining via Cross-modality Contrastive Pre-training"
    41st IEEE International Conference on Data Engineering (ICDE 2025), under review. (CCF-A)
  6. Fangda Guo*, Xuanpu Luo, Haowen Gao, Yanghao Liu, Huawei Shen, Xueqi Cheng.
    "ESC: Edge-attributed Skyline Community Search in Large-scale Bipartite Graphs"
    41st IEEE International Conference on Data Engineering (ICDE 2025), under review. (CCF-A)
  7. Fangda Guo*, Yanghao Liu, Shiyuan Xu, Jiajun Xu, Di Yao, Huawei Shen, Xueqi Cheng.
    "Dual-Dominated Community Search on Bipartite Graphs"
    41st IEEE International Conference on Data Engineering (ICDE 2025), under review. (CCF-A)
  8. Yuxin Xi, Shiyuan Xu, Yu Guo, Fangda Guo*, Siu-Ming Yiu, Bin Xiao.
    "Harnessing the Power of Adaptive Reverse Private Membership Testing for Boosting Unbalanced PSU"
    41st IEEE International Conference on Data Engineering (ICDE 2025), under review. (CCF-A)
  9. Xue Chen, Yu Guo, Haodi Wang, Shiyuan Xu, Fangda Guo*, Xiaohua Jia.
    "Toward Privacy-Preserving DualRing Signcryption for IoT Data Sharing Management in Cloud Storage"
    41st IEEE International Conference on Data Engineering (ICDE 2025), under review. (CCF-A)
  10. Wang Zhang, Yu Guo, Yuxin Xi, Luoxun Liu, Yue Wang, Fangda Guo*.
    "SecLMM: Towards Secure and Lightweight Inference Service for Large Multimodal Models"
    41st IEEE International Conference on Data Engineering (ICDE 2025), under review. (CCF-A)
  11. Wei Song, Yadong Li, Jianhua Xu, Guowei Wu, Lingfeng Ming, Kexin Yi, Weihua Luo, Yi Du, Fangda Guo, Kaicheng Yu.
    "M3GIA: A Cognition Inspired Multilingual and Multimodal General Intelligence Ability Benchmark"
    13th International Conference on Learning Representations (ICLR 2025), under review.
  12. Guoxin Chen, Zhong Zhang, Xin Cong, Fangda Guo, Yesai Wu, Yankai Lin, Wenzheng Feng, Yasheng Wang.
    "Learning Evolving Tools for Large Language Models"
    13th International Conference on Learning Representations (ICLR 2025), under review.
  13. Xue Chen, Shiyuan Xu, Fangda Guo*, Yuer Yang, Chunxiao Li, Siu-Ming Yiu.
    "Logarithmic-size Lattice-based Linkable Ring Signature for Cloud Data Management"
    30th International Conference on Database Systems for Advanced Applications (DASFAA 2025), under review. (CCF-B)
  14. Shiyuan Xu, Xue Chen, Yue Wang, Tianrun Xu, Fangda Guo*, Xiaoli Zhang, Siu-Ming Yiu.
    "Lattice-based Forward Secure Certificateless Encryption Scheme for Cloud Data Management"
    30th International Conference on Database Systems for Advanced Applications (DASFAA 2025), under review. (CCF-B)
  15. Zongli Jiang, Yirui Tan, Guoxin Chen, Fangda Guo*, Jinli Zhang, Xiaolu Bai.
    "GNN-Based Persistent K-core Community Search in Temporal Graphs"
    2024 IEEE International Conference on Big Data, accepted. (CCF-C)
  16. Guoxin Chen, Fangda Guo*, Yongqing Wang, Yanghao Liu, Peiying Yu, Huawei Shen, Xueqi Cheng.
    "FCS-HGNN: Flexible Multi-type Community Search in Heterogeneous Information Networks"
    33rd ACM International Conference on Information and Knowledge Management (CIKM 2024), pp. 207-217, Boise, USA, Oct 21-25. (CCF-B)
  17. Shiyuan Xu, Yibo Cao, Xue Chen, Yu Guo, Yuer Yang, Fangda Guo*, Siu-Ming Yiu.
    "Post-Quantum Searchable Encryption Supporting User-Authorization for Outsourced Data Management"
    33rd ACM International Conference on Information and Knowledge Management (CIKM 2024), pp. 2702-2711, Boise, USA, Oct 21-25. (CCF-B)
  18. Yanghao Liu, Fangda Guo*, Bingbing Xu, Peng Bao, Huawei Shen, Xueqi Cheng.
    "SACH: Significant-attributed Community Search in Heterogeneous Information Networks" [PDF]
    40th IEEE International Conference on Data Engineering (ICDE 2024), pp. 3283-3296, Utrecht, Netherlands, May 13-16. (CCF-A)
  19. Zhao Bai, Mingyue Wang, Fangda Guo*, Yu Guo, Chengjun Cai, Rongfang Bie, Xiaohua Jia.
    "SecMdp: Towards Privacy-Preserving Multimodal Deep Learning in End-Edge-Cloud"
    40th IEEE International Conference on Data Engineering (ICDE 2024), pp. 1659-1670, Utrecht, Netherlands, May 13-16. (CCF-A)
  20. Haodi Wang, Tangyu Jiang, Yu Guo, Fangda Guo*, Rongfang Bie, Xiaohua Jia.
    "Label Noise Correction for Federated Learning: A Secure, Efficient and Reliable Realization"
    40th IEEE International Conference on Data Engineering (ICDE 2024), pp. 3600-3612, Utrecht, Netherlands, May 13-16. (CCF-A)
  21. Di Yao, Jin Wang, Wenjie Chen, Fangda Guo, Peng Han, Jingping Bi.
    "Deep Dirichlet Process Mixture Model for Non-parametric Trajectory Clustering"
    40th IEEE International Conference on Data Engineering (ICDE 2024), pp. 4449-4462, Utrecht, Netherlands, May 13-16. (CCF-A)
  22. Boshen Shi, Yongqing Wang, Fangda Guo*, Jiangli Shao, Huawei Shen, Xueqi Cheng.
    "BotTrans: Transferring Social-bot Knowledge across Graphs for Zero-shot Detection Tasks"
    31st SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2025), under review. (CCF-A)
  23. Taotao Li, Jie Su, Zhenyu Wen, Fangda Guo, Yiming Wu, Zhen Hong.
    "M2TA: Enabling Few-Shot Open-Set Incremental Learning via Multi-phase Meta Task Adaptation"
    18th European Conference on Computer Vision (ECCV 2024), under review. (CCF-B)
  24. Di Yao†, Fangda Guo†, Zhenyu Wen, Yu Guo, Peng Cheng, Yangyuan He, Jingping Bi.
    "Trajectory Completion via Context-Guided Neural Filtering and Encoding"
    29th International Conference on Database Systems for Advanced Applications (DASFAA 2024), pp. 3-19, Gifu, Japan, Jul 2-5. (CCF-B)
  25. Zhao Bai, Fangda Guo*, Zhuoming Zhu, Yuxin Xi, Yu Guo, Rongfang Bie.
    "TimeGAE: A Multivariate Time-Series Generation Method via Graph Auto Encoder"
    29th International Conference on Database Systems for Advanced Applications (DASFAA 2024), pp. 103-118, Gifu, Japan, Jul 2-5. (CCF-B)
  26. Ye Zhou, Yu Guo, Fangda Guo*, Fangming Jing, Jiangrong Yang, Rongfang Bie.
    "FedDGCL: Federated Graph Neural Network with Dual Graph Contrast Learning for Multivariable Time Series Forecasting"
    29th International Conference on Database Systems for Advanced Applications (DASFAA 2024), pp. 393-408, Gifu, Japan, Jul 2-5. (CCF-B)
  27. Yifang Zhang, Mingyue Wang, Fangda Guo*, Xidi Qu, Yu Guo, Shengling Wang.
    "OblivChain: Enabling Oblivious Queries for Blockchain Light Clients with Malicious Security"
    29th International Conference on Database Systems for Advanced Applications (DASFAA 2024), pp. 3-19, Gifu, Japan, Jul 2-5. (CCF-B)
  28. Shuyang Wang, Hongcheng Xie, Yu Guo, Fangda Guo*, Fangming Jing, Rongfang Bie.
    "Privacy-Preserving and Efficient Model Aggregation in Edge-Assisted Federated Learning"
    29th International Conference on Database Systems for Advanced Applications (DASFAA 2024), pp. 511-521, Gifu, Japan, Jul 2-5. (CCF-B)
  29. Guoxin Chen, Yongqing Wang, Fangda Guo*, Qinglang Guo, Jiangli Shao, Huawei Shen, Xueqi Cheng.
    "Causality and Independence Enhancement for Biased Node Classification" [PDF]
    32nd ACM International Conference on Information and Knowledge Management (CIKM 2023), pp. 203-212, Birmingham, UK. (CCF-B)
  30. Jiangli Shao, Yongqing Wang, Fangda Guo*, Boshen Shi, Huawei Shen, Xueqi Cheng.
    "TOAK: A Topology-oriented Attack Strategy for Degrading User Identity Linkage in Cross-network Learning" [PDF]
    32nd ACM International Conference on Information and Knowledge Management (CIKM 2023), pp. 2208-2218, Birmingham, UK. (CCF-B)
  31. Jiangli Shao, Yongqing Wang, Fangda Guo*, Boshen Shi, Huawei Shen, Xueqi Cheng.
    "CANA: Causal-enhanced Social Network Alignment" [PDF]
    32nd ACM International Conference on Information and Knowledge Management (CIKM 2023), pp. 2219-2228, Birmingham, UK. (CCF-B)
  32. Boshen Shi, Yongqing Wang, Fangda Guo*, Jiangli Shao, Huawei Shen, Xueqi Cheng.
    "Improving Graph Domain Adaptation with Network Hierarchy" [PDF]
    32nd ACM International Conference on Information and Knowledge Management (CIKM 2023), pp. 2249-2258, Birmingham, UK. (CCF-B)
  33. Yifang Zhang, Mingyue Wang, Yu Guo, Fangda Guo*.
    "Towards Dynamic and Reliable Private Key Management for Hierarchical Access Structure in Decentralized Storage" [PDF]
    32nd ACM International Conference on Information and Knowledge Management (CIKM 2023), pp. 3371-3380, Birmingham, UK. (CCF-B)
  34. Yuan Fu, Shuncheng Liu, Yuyang Xia, Fangda Guo, Kai Zheng.
    "Cross-Scenario Maneuver Decision with Adaptive Perception for Autonomous Driving" [PDF]
    32nd ACM International Conference on Information and Knowledge Management (CIKM 2023), pp. 535-544, Birmingham, UK. (CCF-B)
  35. Yongfu Fan, Jin Chen, Yongquan Jiang, Defu Lian, Fangda Guo, Kai Zheng.
    "Batch-Mix Negative Sampling for Learning Recommendation Retrievers" [PDF]
    32nd ACM International Conference on Information and Knowledge Management (CIKM 2023), pp. 494-503, Birmingham, UK. (CCF-B)
  36. Boshen Shi, Yongqing Wang, Fangda Guo*, Jiangli Shao, Huawei Shen, Xueqi Cheng.
    "OpenGDA: Graph Domain Adaptation Benchmark for Cross-network Learning" [PDF]
    32nd ACM International Conference on Information and Knowledge Management (CIKM 2023), pp. 5396-5400, Birmingham, UK. (CCF-B)
  37. Nuoyan Lyu, Bingbing Xu, Fangda Guo*, Huawei Shen.
    "DCGNN: Dual-Channel Graph Neural Network for Social Bot Detection" [PDF]
    32nd ACM International Conference on Information and Knowledge Management (CIKM 2023), pp. 4155-4159, Birmingham, UK. (CCF-B)
  38. Fangda Guo, Ye Yuan, Guoren Wang, Xiangguo Zhao, Hao Sun.
    "Multi-attributed Community Search in Road-social Networks" [PDF]
    37th IEEE International Conference on Data Engineering (ICDE 2021), pp. 109-120, Chania, Greece, Apr 19-22. (CCF-A)
  39. Fangda Guo, Ye Yuan, Guoren Wang, Lei Chen, Xiang Lian, Zimeng Wang.
    "Cohesive Group Nearest Neighbor Queries Over Road-Social Networks" [PDF]
    35th IEEE International Conference on Data Engineering (ICDE 2019), pp. 434-445, Macau, China, Apr 8-11. (CCF-A)
  40. Bo Yu, Fulong Xu, Fangda Guo, Sai Gao.
    "A data Processing Method for Fault Prediction of Industrial Pipeline Time Series Data" [PDF]
    4th IEEE International Conference on Computer and Communications (ICCC 2018), pp. 1779-1784, Chengdu, China, Dec 7-10.
  41. Yanjie Song, Wei Zhang, Fangda Guo, Hai Yu, Zhiliang Zhu.
    "Compressive Sensing with Measurement Matrix Constructed by Cat Map" [PDF]
    International Symposium on Nonlinear Theory and its Applications (NOLTA 2014), pp. 389-392, Luzern, Switzerland, Sep 14-18.
  42. Chen Chen, Libing Zhou, Jianzhong Guo, Wei Li, Hongjun Su, Fangda Guo.
    "Gabor-Filtering-Based Completed Local Binary Patterns for Land-Use Scene Classification" [PDF]
    IEEE International Conference on Multimedia Big Data (BigMM 2015), pp 324-329, Beijing, China, Apr 20-22.

   Chinese Journal

  1. Feng Liu, Sai Gao, Bihui Yu, Fangda Guo.
    "Relation Classification Based on Multi-Head Attention and Bidirectional Long Short-Term Memory Networks"
    Computer Systems & Applications, vol. 28, no. 6, pp. 118-124, Jun 2019. (CCF-C)
  2. Feng Liu, Zhaopeng Wang, Bo Yu, Fangda Guo.
    "IoT Application Service Platform Based on Message Middleware and MongoDB"
    Computer Systems & Applications, vol. 28, no. 5, pp. 90-94, May 2019. (CCF-C)
  3. Yubao Wang, Shiyu Wang, Beibei Li, Fangda Guo.
    "Time Optimal Trajectory Planning Algorithm for Industrial Robots with Improved Particle Swarm Optimization"
    Journal of Chinese Computer Systems, vol. 39, no. 8, pp. 1878-1881, Aug 2018. (CCF-B)

Patents

  1. Tao Ren, Zheng Fang, Xia Li, Fangda Guo.
    "红外式多点交互电子白板系统及白板投影标定方法"
    Patent NO.: ZL201210376112.8
  2. Hao Sun, Ye Yuan, Fangda Guo.
    "一种基于多维属性得分的 top-j 社区搜索方法及装置"
    Patent NO.: CN113221022A
  3. Software Copyright
    "红外式多点交互电子白板系统"
    Register NO.: 2013SR069763

Projects

  1. 大规模属性异质图的社区发现研究，国家自然科学基金青年科学基金项目，2024.1-2026.12，30万，主持
  2. 多层信息网络的社区发现研究，中国科学院特别研究助理资助项目，2021.11-2023.11，80万，主持
  3. 网络空间群体认知测绘关键技术及应用，中国科学院GF科技创新专项重点部署项目，2024.9-2026.9，300万，主持
  4. 面向大规模时序图的社区发现研究，中国博士后科学基金面上资助，2022.9-2024.9，8万，主持
  5. 数字人形象展示技术，科技委，2022.6-2023.12，500万，执行负责
  6. 认知系统表征建模与调控机理研究，战略先导计划，2023.11-2024.10，39万，执行负责
  7. 可计算文化大模型构建技术，科技委，2023.5-2024.12，1000万，骨干
  8. 面向特定舆论场的认知理解关键技术研究，国家重点研发计划课题，2022.8-2024.7，593万，骨干
  9. 面向非集风险主体的隐性知识建模与分析方法研究，国家重点研发计划（子课题），80万，骨干
  10. 面向特定场景的社会域建模技术，科技委，2022.4-2023.12，240万，骨干
  11. 认知博弈的交互模拟，中国科学院先导专项，2023.12-2028.11，1163.98万，骨干
  12. 内容分析系统，国家计算机网络与信息安全管理中心，2022.6-2024.6，1175万，参与
  13. 大图数据管理与分析的基础理论与关键技术研究，国家自然科学基金重点项目，参与
  14. 应用驱动的大图数据建模理论与算法研究，国家自然科学基金重点项目，参与
  15. 面向社会计算的众包数据管理与分析技术研究，国家自然科学基金海外及港澳学者合作研究基金，参与
  16. 批流融合大数据计算系统，国家重点研发计划课题，参与
  17. 基于动态异构图语义分析的知识图谱存储和检索关键技术研究，国家重点研发计划课题，参与

Honors

  1. 省优博推荐、优秀博士学位论文、优秀硕士学位论文
  2. 国家留学基金资助
  3. 全国大学生创新实验计划国家级优秀
  4. 全国挑战杯省级特等奖、全国创业计划竞赛省级一等奖
  5. 百万青年创业计划全国总决赛三十强
  6. Android应用开发挑战赛国家级优秀奖
  7. 华为奖学金、优秀研究生奖学金、优秀学生奖学金
  8. 年级会主席、基础学院交流部部长、三好研究生、优秀学生干部/标兵、优秀毕业生干部

Talks

  1. ICDE 2024 — Graphs, Networks, and Semistructured Data XV, May 2024
  2. 中国人工智能学会（CAAI）— 全国智能技术与服务学术论坛，June 2019
  3. ICDE 2019 — Graph Data Management 1, April 2019
  4. ICDE 2021 — Graphs 3: Social Networks, April 2021
  5. 讲座报告：中国科学院计算所、北京理工大学、爱丁堡大学、西北工业大学、帕维亚大学等

Peer review & Memberships

  1. JKW专办主任
  2. PC Member: CIKM 2022, AAAI 2023, ICDE 2023 Industry, CIKM 2023, IEEE DSC 2023, CIKM 2024, BigData 2024, MSN 2024, KDD 2025, etc.
  3. (External) Reviewer: TKDE, VLDBJ, WWW Journal, SIGMOD, PVLDB, ICDE, KDD, SIGIR, Frontiers of Computer Science, Journal of Data and Information Quality, etc.
  4. IEEE Member, 中国计算机学会, 中国人工智能学会, 中国中文信息学会

Student Guidance

  1. Ph.D.: Yanghao Liu, Boshen Shi, Jiangli Shao (UCAS)
  2. Masters: Xuanpu Luo, Cheng Yu, Guoxin Chen, Haowen Gao (UCAS); Nuoyan Lyu (BUPT); Jiutai Jia (BJTU); Yirui Tan (BJUT); Zimeng Wang, Hao Sun, Siqi Sun (NEU)
  3. Undergraduates: Jiajun Xu (BNU); Jinlei Chen, Yuhan Liu (NEU)
  4. Provincial Talent Plan students: 2