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蔡劍平 助理教授(研究)


蔡劍平 博士 

助理教授(研究) 碩導

學校郵箱：jpcai@cityu.edu.mo

辦公電話：(853)8590 2335

辦公地址：澳門城市大學(氹仔)何鴻燊樓S504室

 

個人主頁

https://www.maththinker.cn/caijp/

 

學歷

2024　計算機科學與技術博士, 福州大學, 中國

2016　軟件工程碩士, 福州大學, 中國

2013　軟件工程學士, 福州大學, 中國

 

現任

澳門城市大學資訊安全助理教授（科研）

 

曾任教科目

電腦基礎、JAVA程式設計、Python程式設計、數據結構

 

研究方向

隱私計算：聯邦學習，差分隱私，密碼學

大語言模型：检索增强生成，模型上下文協議，人類反饋強化學習

行業智能應用：智能醫療、智能交通、智能推薦

 

研究及出版

  1. Cai Jianping, Ye Qingqing, Hu Haibo, Liu Ximeng, Fu Yanggeng. Boosting Accuracy of Differentially Private Continuous Data Release for Federated Learning, in IEEE Transactions on Information Forensics and Security[J]. IEEE Transactions on Information Forensics and Security, 2024. DOI: 10.1109/TIFS.2024.3477325. [CCF A] [JCR Q1] [SCI Q1]
  2. Cai Jianping, Liu Ximeng, Ye Qingqing, Liu Yang, Wang Yuyang. A Federated Learning Framework Based on Differentially Private Continuous Data Release[J]. IEEE Transactions on Dependable and Secure Computing, 2023. DOI: 10.1109/TDSC.2024.3364060. [CCF A] [JCR Q1] [SCI Q2]
  3. Cai Jianping, Liu Ximeng, Li Jiayin, Kim-Kwang Raymond Choo. Differentially Private Non-Negative Consistent Release for Large-Scale Hierarchical Trees[J]. IEEE Transactions on Dependable and Secure Computing, 2023. DOI: 10.1109/TDSC.2023.3253520. [CCF A] [JCR Q1] [SCI Q2]
  4. Cai Jianping, Liu Ximeng, Li Jiayin, Zhang Shuangyue. Generation Matrix: An Embeddable Matrix Representation for Hierarchical Trees[J]. Theoretical Computer Science, 2023. DOI: 10.1016/j.tcs.2023.114180 [CCF B] [JCR Q3] [SCI Q4]
  5. Cai Jianping, Liu Ximeng, Yu Zhiyong, Guo Kun, Li Jiayin. Efficient Vertical Federated Learning Method for Ridge Regression of Large-Scale Samples[J]. IEEE Transactions on Emerging Topics in Computing, 2022. DOI: 10.1109/TETC.2022.3215986. [JCR Q1] [SCI Q2]
  6. Cai Jianping, Lei Yunqi, Chen Mingming, Wang Ning, Zhang Shuangyue. Efficient solution of SVD recommendation model with implicit feedback[J]. Sci Sin Inform, DOI: 10.1360/SSI-2019-0107. [CCF A] [In Chinese]
  7. Cai Jianping, Liu Ximeng, Xiong jinbo, Yin zuobin, Wu yingjie. Approximation method of multiple consistency constraint under differential privacy[J]. Journal on Communications, 2021, 42(6): 107-117. DOI: 10.11959/j.issn.1000-436x.2021122. [In Chinese] [CCF B] [EI]
  8. Cai Jianping, Liu Yang, Liu Ximeng, Li Jiayin, Zhuang Hongbin. Privacy-Preserving Federated Cross-Domain Social Recommendation [C]//Trustworthy Federated Learning: First International Workshop, FL 2022, Held in Conjunction with IJCAI 2022, Vienna, Austria, July 23, 2022, Revised Selected Papers. Cham: Springer International Publishing, 2023: 144-158. DOI: 10.1007/978-3-031-28996-5_11. [EI]
  9. Cai Jianping, Wu yingjie, Wang Xiaodong. Method Based on Matrix Mechanism for Differential Privacy Continual Data Release[J]. Journal of Frontiers of Computer Science and Technology, 2016, 10(4): 481-494. DOI: 10.3778/j.issn.1673-9418.1507074. [In Chinese]
  10. Cai Jianping, Liu Ximeng, Wu Yingjie. SVM learning for default prediction of credit card under differential privacy[C]//Proceedings of the 2020 Workshop on Privacy-Preserving Machine Learning in Practice. 2020: 51-53. (DOI: 10.1145/3411501.3419431)
  11. Cai Jianping, Chen Mingming, Zhang Shuangyue, Hong Chengxi and Lu Yuehong, A Fast Algorithm for Solving a Kind of Gauss Hypergeometric Functions in Wireless Communication Based on Pfaff Transformation[C]//Proceedings of 2019 International Conference on Networking and Network Applications (NaNA), Daegu, Korea (South), 2019, pp. 85-89, DOI: 10.1109/NaNA.2019.00024.
  12. Tan Zhou, Cai Jianping, Li De, Lian Puwei, Liu Ximeng, Che Yan. FedPD: Defending federated prototype learning against backdoor attacks[J]. Neural Networks, 2025, DOI: 10.1016/j.neunet.2024.107016. [CCF B] [JCR Q1] [SCI Q1]
  13. Zhao Changxiang, Cai Jianping, Liu Ximeng, Zhong Qi, & Ying Zuobin. A speech steganography privacy protection scheme based on secret sharing[J]. International Journal of Network Security, 2025. [EI]
  14. Jia Yongjian, Cai Jianping, Liu Ximeng. Entropy-guided tree of thoughts: A dynamic approach to diverse path generation in LLM reasoning[C]//In Proceedings of the 2025 3rd International Conference on Big Data and Privacy Computing (BDPC '25). [EI]
  15. Lian Puwei, Ke Xiao, Tan Zhou, Cai Jianping, Liu Ximeng. Achieving zero-glance unlearning with data-free inversion and selective parameters suppression[C]//In Proceedings of the 2025 IEEE International Conference on Multimedia and Expo (ICME 25). [CCF B]
  16. Liu Wanling, Lu Wenhuan, Chen Fei, Cai Jianping, Wang Bo, & Zhao Wenxin. Adaptive capsule graph neural network with attention mechanism for parathyroid glands detection[C]//In Proceedings of the 2025 18th International Conference on Knowledge Science, Engineering and Management (KSEM 25). [CCF C]
  17. Ye Huaibin, Cai Jianping, Gao Jiechao, Ying Zuobin, & Liu Ximeng. FedBCE: Rethinking clustered federated learning for better clustering efficiency[C]//In Proceedings of the 2025 18th International Conference on Knowledge Science, Engineering and Management (KSEM 25). [CCF C]
  18. Pan Zijie, Ying Zuobin, Jiang Xiaomeng, Cai Jianping, Zhou Wanlei. FedGAD: Real-time anomaly detection and adaptive defense with federated GANs in 6G[J]. IEEE Network, 2025. DOI: 10.1109/MNET.2025.3580103. [JCR Q1] [SCI Q3]
  19. Gao Shang, Ying Zuobin, Pan Zijie, Cai Jianping, Ma Maode. A robust and efficient authentication and key agreement for UAV-assisted AGS communication in Internet of vessels[J]. Journal of King Saud University Computer and Information Sciences, 2025. [JCR Q1] [SCI Q1].
  20. Long Jinhe, Chen Zekai, Wang Fuyi, Cai Jianping and Liu Ximeng, FedCL: Detecting Backdoor Attacks in Federated Learning with Confidence levels[C]//Proceedings of 2024 IEEE International Conference on Multimedia and Expo (ICME), 2024. [CCF B]
  21. You Xianyao, Liu Ximeng, Lin Xuanwei, Cai Jianping, Chen Shaoquan, Accuracy Degrading: Towards Participation-Fair Federated Learning[J]. IEEE Internet of Things Journal, DOI: 10.1109/JIOT.2023.3238038. [CCF C] [JCR Q1] [SCI Q1]
  22. You Xianyao, Liu Ximeng, Jiang Nan, Cai Jianping, Ying Zuobin, Reschedule Gradients: Temporal Non-IID Resilient Federated Learning[J]. IEEE Internet of Things Journal, 2022. DOI: 10.1109/JIOT.2022.3203233. [CCF C] [JCR Q1] [SCI Q1]
  23. Li Jiayin, Guo Wenzhong, Xie Lehui, Liu Ximeng, Cai Jianping, Privacy-Preserving Object Detection With Poisoning Recognition for Autonomous Vehicles[J]. IEEE Transactions on Network Science and Engineering, vol. 10, no. 3, pp. 1487-1500, 1 May-June 2023, DOI: 10.1109/ TNSE.2022.3227119. [JCR Q1] [SCI Q2]
  24. Zhang Shuangyue, Cai Jianping, Tian Feng, Wu Zhenqiang. Trajectory Flow Releasing Method with Consistency Constraint under Differential Privacy[J]. Journal of Frontiers of Computer Science and Technology, 2018, 12(12): 1903-1913. DOI: 10.3778/j.issn.1673-9418. 1710041. [In Chinese]
  25. Sun Lan, Hong Jinxin, Chen Junya, Cai Jianping, Wang Yilei, Differentially Private High-Dimensional Binary Data Publication via Adaptive Bayesian Network[J]. Wireless Communications and Mobile Computing, vol. 2021, Article ID 8693978, 11 pages, 2021. DOI: 10. 1155/2021/8693978. [CCF C] [SCI Q4]
  26. Chen Shaoquan, Cai Jianping, Sun Lan. Differential privacy generative adversarial network algorithm for dynamic gradient threshold clipping[J]. Journal of Computer Applications, 2022/ 08. [In Chinese]
  27. Lan Mengjie, Cai Jianping, Sun Lan. FedSR: A self-Regularization Method for Non-IID Data in Federated Learning[J]. Journal of Computer Applications, 2022/08. [In Chinese]
  28. Hong jinxin, Wu Yingjie, Cai Jianping, Sun Lan. High-Dimensional Binary Data Publication via Attribute Segmentation[J]. Journal of Computer Research and Development, 2022, 59(1): 182-196. DOI: 10.7544/issn1000-1239.20200701. [In Chinese]
  29. Hong Chengxi, Cai Jianping, The Growth Pattern of Pterosaurs Based on Logistic Growth Model[J]. Academic Journal of Computing & Information Science (2019) Vol. 2: 142-147. DOI: 10.25236/AJCIS.010028.
  30. Wu Yingjie, Chen Jinglin, Cai Jianping, Wang Yilei. Error Analysis of Differential Privacy Data Publishing Method with Matrix Mechanism[J]. Journal of Computer Research and Development, 2018, 12(7): 1075-1086. DOI: 10.3778/j.issn.1673-9418.1705046. [In Chinese]
  31. Wu Yingjie, Lu Qing, Cai Jianping, et al. Differential privacy two-dimensional data partitioning publication algorithm based on quad-tree[J]. Journal of Huazhong University of Science and Technology (Natural Science Edition), 2016/04, 44(3):99-104. [In Chinese]

 

學術獎項

  1. 於2023年獲得國際會議組織者“Science Father”頒發的最佳研究員獎。
  2. 於2015年獲得美國數學建模競賽一等獎。
  3. 於2015年獲得“甲骨文杯”全國Java程式設計大賽一等獎（冠軍）。
  4. 於2015年獲得全國數學建模競賽二等獎。
  5. 於2014年獲得第十一屆“華為杯”全國研究生數學建模競賽三等獎。
  6. 於2012年獲得第三屆福建省大學生程式設計競賽金獎。
  7. 於2012年獲得ACM-ICPC亞洲區預選賽金華賽區銅獎。
  8. 於2011年獲得ACM-ICPC亞洲區預選賽成都賽區銅獎。

 

專業屬會 

  1. 2024年-至今 中國工業與應用數學學會 專業會員

 

科研項目：

  1. 國家自然科學基金青年項目 (NSFC, Grant No. 62402111)，聯邦學習場景下差分隱私雜訊分佈優化技術研究，主持，在研，經費30萬。（2025.01.01 ~ 2027.12.31）。
  2. 福建省教育廳中青年教師教育科研專案 (Grant No. JT180779)，一種基於Web的大資料視覺化服務平臺，主持，結項。（2018.06.01 ~ 2020.06.01）。