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阿里巴巴商学院
吴小同
作者:20021201  发布时间:2019-07-31  点击:145

微信图片_20250218103445

邮箱:wuxiaotong@hznu.edu.cn

研究领域:人工智能、机器学习、隐私安全


个人简介:吴小同,讲师。主要研究方向为基于信息脱敏的数据隐私安全、联邦学习下本地数据隐私安全。近年来,以第一/通讯作者身份在IEEE TFS、ACM TAAS、IEEE TBD、Information Sciences等期刊发表SCI论文13篇,在WSDM、ICC、UIC等国际会议发表论文9篇,主持国家自然科学基金青年项目、江苏省高等学校自然科学研究面上项目、计算机软件新技术国家重点实验室(南京大学)开放课题等,获得江苏省组织部“双创博士”高层次人才资助以及国际会议(CPSCom’20和SPDE’20)的最佳论文奖。


教育背景:

1,2008.9-2012.6,中南大学,软件工程,学士

2,2012.9-2017.6,南京大学,计算机科学与技术,博士


工作经历

1,2017.7-2020.2,杭州华为企业通信技术有限公司,高级工程师

2,2020.5-2024.9,南京师范大学计算机与电子信息学院,讲师

3,2025.1-,杭州师范大学阿里巴巴商学院,讲师


主持教学科研项目

1,国家自然科学基金青年项目,联邦学习下针对梯度泄露攻击的主动检测和高效防御研究,2025.1-2027.12

2,江苏省高等学校自然科学研究面上项目,边缘计算下基于本地差分隐私干扰技术的数据共享研究,2021.7-2023.6

3,计算机软件新技术国家重点实验室(南京大学)开放课题,边缘计算下满足本地差分隐私的数据共享关键技术研究,2021.6-2023.5

4,江苏省组织部“双创博士”,基于隐私保护的大数据交易关键技术研究,2021.9-2023.9


代表性论文

1, Xiaotong Wu, Yuwen Liu, Xiaoxiao Chi, Rong Jiang, Xiaokang Zhou, Wajid Rafique, Maqbool Khan. Secure collaborative learning for self-adaptive systems on connected autonomous vehicles. ACM Transactions on Autonomous and Adaptive Systems, in press. doi:10.1145/3690768.

2, Xiaotong Wu, Jiaquan Gao, Muhammad Bilal, Fei Dai, Xiaolong Xu, Lianyong Qi, Wanchun Dou. Federated learning‐based private medical knowledge graph for epidemic surveillance in internet of things. Expert Systems, 42(1): e13372, 2025. doi: 10.1111/exsy.13372.

3, Xiaotong Wu, Yan Ding, Xiaokang Zhou, Yanwei Xu, Shoujin Wang, Xiaolong Xu, and Lianyong Qi. Fuzzy federated learning for privacy-preserving detection of adolescent idiopathic scoliosis. IEEE Transactions on Fuzzy Systems, 32(10): 5493-5507, 2024. doi:10.1109/TFUZZ.2024.3445468.

4, Xiaotong Wu, Yihong Yang, Muhammad Bilal, Lianyong Qi, Xiaolong Xu. 6G-enabled anomaly detection for metaverse healthcare analytics in Internet of Things. IEEE Journal of Biomedical and Health Informatics, 28(11): 6308-6317, 2024. doi:10.1109/JBHI.2023.3298092.

5, Xiaotong Wu, Muhammad Bilal, Xiaolong Xu, Houbing Song. Locally private estimation of conditional probability distribution for random forest in multimedia applications. Information Sciences, 642: 119111, 2023. doi:10.1016/j.ins.2023.119111.

6, Xiaotong Wu, Lianyong Qi, Xiaolong Xu, Shui Yu, Wanchun Dou, Xuyun Zhang. Crowd sourcing-based multi-device communication cooperation for mobile high-quality video enhancement. In: Proceedings of The Fifteenth ACM International Conference on Web Search and Data Mining, 2022.

7, Xiaotong Wu, Lianyong Qi, Jiaquan Gao, Genlin Ji and Xiaolong Xu. An ensemble of random decision trees with local differential privacy in edge computing. Neurocomputing, 485: 181-195, 2022. doi:10.1016/j.neucom.2021.01.145.

8, Huiping Wu, Linlin Li, Yan Liu, Xiaotong Wu*. Vehicle-based secure location clustering for IoT-equipped building and facility management in smart city. Building and Environment, 214: 108937, 2022. doi: 10.1016/j.buildenv.2022.108937.

9, Xiaotong Wu, Taotao Wu, Maqbool Khan, Qiang Ni, Wanchun Dou. Game theory based correlated privacy preserving analysis in big data. IEEE Transactions on Big Data, 7(4): 643-656, 2021. doi:10.1109/TBDATA.2017.2701817.

10,           Xiaotong Wu, Jiaquan Gao, Genlin Ji, Taotao Wu, Yuan Tian, Najla Al-Nabhan. A feature-based intelligent deduplication compression system with extreme resemblance detection. Connection Science, 33(3): 576-604, 2021. doi: 10.1080/09540091.2020.1862058.


其他代表性科研成果(专利,奖项,批示等):

1, CPSCom’20 最佳论文奖:An ensemble of random decision trees with personalized privacy preservation in edge-cloud computing (Xiaotong Wu, Xiaolong Xu, Fei Dai, Jiaquan Gao, Genlin Ji, Lianyong Qi).

2, SPDE’20 最佳论文奖:A Personalized Preservation Mechanism Satisfying Local Differential Privacy in Location-Based Services (Datong Wu, Xiaotong Wu∗, Jiaquan Gao, Genlin Ji, Xiaolong Xu, Lianyong Qi, Wanchun Dou).


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