
一、个人基本情况
张朋飞,博士毕业于北邮苏森副校长团队。主要研究数据隐私保护与可信人工智能。在多个顶刊、顶会担任审稿人,包括:ACM CSUR、TOIS、TOPS、TKDE、TDSC、TNNLS、TIFS、TNSM、TCSVT、TCE、TCSS、IOTJ、IPM、InfoSci、FGCS、InfoFus、NeuNet、C&S、ESWA、ICML、CVPR、NIPS、ICLR、AAAI、KDD、MM、WWW、IJCAI、CIKM、AISTATS、ICASSP、ECML-PKDD、SDM、PAKDD以及《计算机学报》、《计算机研究与发展》。
二、教育及工作情况
2017-2023年于北京邮电大学网络与交换技术全国重点实验室读博
2023年入职安徽理工大学计算机学院
三、教学情况
本科生:计算机专业英语、Python程序设计
研究生(留学生):Network and Information Security
四、主要研究方向
数据隐私保护与可信人工智能
深度学习相关应用(推荐系统、联邦学习、强化学习、迁移学习)
群智感知相关应用(任务分配、工人招募)
五、发表论文
[1]Pengfei Zhang, Xiang Cheng, Sen Su, Ning Wang. Area coverage-based worker recruitment under geo-indistinguishability. ComputerNetworks, 2022, 217: 109340(CCFB类,中科院二区,IF:5.6)
[2]Pengfei Zhang, Xiang Cheng, Sen Su, Ning Wang. Task Allocation Under Geo-Indistinguishability via Group-Based Noise Addition. IEEE TransactionsonBig Data, 2023, 9(3): 860-877.(CCFC类,中科院二区,IF:7.2)
[3]Pengfei Zhang, Yibo Zhu, Ximeng Liu, Bin Wu, Li Sun, Shoufei Han, Xianjin Fang, Ji Zhang. Task Allocation With Profit Maximization Under Geo-Indistinguishability via Q-Learning,HPCC 2025
[4]Pengfei Zhang, Xiang Cheng, Sen Su, Binyuan Zhu. PrivTDSI: A Local Differentially Private Approach for Truth Discovery via Sampling and Inference. IEEE TransactionsonBig Data. 2023, 9(2): 471-484.(CCFC类,中科院二区,IF:7.2)
[5]Pengfei Zhang, Xiang Cheng, Sen Su, Ning Wang. Effective truth discovery under local differential privacy by leveraging noise-aware probabilistic estimation and fusion.Knowledge-Based Systems. 2023, 261: 110213.(CCFC类,中科院一区,IF:8.8)
[6]张朋飞,朱伊波,程祥,张治坤,刘西蒙, 孙笠,方贤进*,张吉.基于自适应剪枝的满足本地差分隐私的真值发现算法,软件学报(CCFA,一级学报)
[7]Pengfei Zhang, Yibo Zhu, Ximeng Liu, Bin Wu, Li Sun, Shoufei Han, Xianjin Fang, Ji Zhang. A Gaussian Distribution-Based Truth Discovery Algorithm Under Local Differential Privacy,HPCC 2025
[8]LiSun,MengjieLi,YongYang,XiaoLi,LinLiu,Pengfei Zhang, Haohua Du. RCoCo: Contrastive Collective Link Prediction across Multiplex Network in Riemannian Space.International Journal of Machine Learning and Cybernetics. 2024.(录用,中科院三区,IF:5.6)
[9]张朋飞,陈家庆,刘西蒙,吴宾,程俊,朱伊波,方贤进*.基于混合分布的社交矩阵分解推荐算法研究,CCNIS2024,推荐至通信学报
[10] Huilin Liu, Jianyu Zhou*,Pengfei Zhang, Gaoming Yang.Disentangled frequency fusion network for lightweight image super-resolution,Digital Signal Processing (中科院三区,IF:2.9)
[11]张朋飞,翟睿辰,程祥,张治坤*,刘西蒙,王杰.满足地理不可区分性的偏好感知的多对多任务分配算法,电子学报(CCFA,一级学报)
[12]张朋飞,程俊,张治坤,方贤进,孙笠,王杰,姜茸*.满足本地差分隐私的混合噪音感知的模糊C均值聚类算法,电子与信息学报(CCFC)
[13]张朋飞,安建隆,程祥,张治坤,孙笠,张吉,朱伊波.本地差分隐私下基于混合分布的真值发现算法,电子与信息学报(CCFC)
[14]朱伊波,方贤进,张朋飞,孙笠,姜茸.本地差分隐私下面向离群点的真值发现算法研究,电子学报, 2025(CCFA,一级学报)
[15]Pengfei Zhang, Hong Sun, Zhikun Zhang, Xiang Cheng, Youwen Zhu, Ji Zhang.Privacy-Preserving Recommendations with Mixture Model-based Matrixactorization under Local Differential Privacy.IEEE Transactions on Industrial Informatics, 2025.(CCFC,中科院一区)
[16]P Zhang, X Fang, Z Zhang, X Fang, Y Liu, J Zhang.Horizontal multi-party data publishing via discriminator regularization and adaptive noise under differential privacy,Information Fusion,2025(CCFB,中科院一区)
六、联系方式
zpf.bupt@bupt.cn