会议论文

Tian, WL

英文

2023 IEEE 22ND INTERNATIONAL CONFERENCE ON TRUST, SECURITY AND PRIVACY IN COMPUTING AND COMMUNICATIONS, TRUSTCOM, BIGDATASE, CSE, EUC, ISCI 2023

2324-898X

2023

833-840

2023 IEEE 22nd International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom)

2023 IEEE 22nd International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom)

01 November 2023

Exeter, United Kingdom

[Wang, Jinzhao;Tian, Wenlong;Ye, Xuming;Wan, Yaping] Univ South China, Sch Comp Sci & Technol, Hengyang, Peoples R China.^[Tian, Wenlong] Nanyang Technol Univ, Sch Phys & Math Sci, Singapore, Singapore.^[Li, Ruixuan] Huazhong Univ Sci & Technol, Sch Comp Sci & Technol, Wuhan, Peoples R China.^[Tang, Junwei] Wuhan Text Univ, Sch Comp Sci & Artificial Intelligence, Wuhan, Peoples R China.^[Xu, Zhiyong] Suffolk Univ, Math & Comp Sci Dept, Boston, MA 02114 USA.

Hu, J Min, G Wang, G Georgalas, N

10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA

IEEE

979-8-3503-8200-6

10.1109/TrustCom60117.2023.00120

State Scholarship Fund of China [202108430055]; Natural Science Foundation of Hunan Province of China [2021JJ40468, 2022JJ50153, 2022JJ30495]; Hunan Province research foundation [22B0437]; Hunan Province Educational Science Planning Project [XJK23AJD014]; National Training Program of Innovation and Entrepreneurship for Undergraduates [S202310555275, S202310555276, D202305161151302334, D202305172303130913]

本校为第一机构

With the increasing number of big data applications, large amounts of valuable data are distributed in different organizations or regions. Federated Learning (FL) enables collaborative model training without sharing sensitive data and is widely used in AI medical diagnosis, economy, and autonomous driving scenarios. However, it still leaks the privacy from the gradient exchange in federated learning. What's worse, state-of-the-art work, such as Batchcrypt, still suffers from computational overhead due to a considerable amount of computation and communication costs caused by homomorphic encrypt...