v1v2v3 (latest)

Communication-Computation Efficient Secure Aggregation for Federated Learning

10 December 2020

Papers citing "Communication-Computation Efficient Secure Aggregation for Federated Learning"

30 / 30 papers shown

Title
EBS-CFL: Efficient and Byzantine-robust Secure Clustered Federated Learning Zhiqiang Li Haiyong Bao Menghong Guan Hao Pan Cheng Huang Hong-Ning Dai FedML 13 0 0 16 Jun 2025
Secure Aggregation in Federated Learning using Multiparty Homomorphic Encryption Erfan Hosseini Shuangyi Chen Ashish Khisti FedML 57 0 0 01 Mar 2025
NET-SA: An Efficient Secure Aggregation Architecture Based on In-Network Computing Qingqing Ren Wen Wang Shuyong Zhu Zhiyuan Wu Yujun Zhang 85 0 0 02 Jan 2025
Re-Evaluating Privacy in Centralized and Decentralized Learning: An Information-Theoretical and Empirical Study Changlong Ji Stephane Maag Richard Heusdens Qiongxiu Li FedML 56 2 0 21 Sep 2024
MedLeak: Multimodal Medical Data Leakage in Secure Federated Learning with Crafted Models Shanghao Shi Md Shahedul Haque Abhijeet Parida M. Linguraru Marius George Linguraru Y. T. Hou Syed Muhammad Anwar W. Lou FedML 78 3 0 13 Jul 2024
Federated Learning in Healthcare: Model Misconducts, Security, Challenges, Applications, and Future Research Directions -- A Systematic Review Md. Shahin Ali M. Ahsan Lamia Tasnim Sadia Afrin Koushik Biswas Maruf Md. Sajjad Hossain Md Mahfuz Ahmed Ronok Hashan Md. Khairul Islam Shivakumar Raman 67 10 0 22 May 2024
DecentNeRFs: Decentralized Neural Radiance Fields from Crowdsourced Images Zaid Tasneem Akshat Dave Abhishek Singh Kushagra Tiwary Praneeth Vepakomma Ashok Veeraraghavan Ramesh Raskar 82 0 0 19 Mar 2024
Scale-MIA: A Scalable Model Inversion Attack against Secure Federated Learning via Latent Space Reconstruction Shanghao Shi Ning Wang Yang Xiao Chaoyu Zhang Yi Shi Y. T. Hou W. Lou 62 8 0 10 Nov 2023
LISA: LIghtweight single-server Secure Aggregation with a public source of randomness Elina van Kempen Qifei Li G. Marson Claudio Soriente 55 4 0 04 Aug 2023
FSSA: Efficient 3-Round Secure Aggregation for Privacy-Preserving Federated Learning Fucai Luo Saif M. Al-Kuwari Haiyan Wang Xingfu Yan 21 1 0 22 May 2023
FedVS: Straggler-Resilient and Privacy-Preserving Vertical Federated Learning for Split Models Songze Li Duanyi Yao Jin Liu FedML 106 30 0 26 Apr 2023
Efficient Secure Aggregation for Privacy-Preserving Federated Machine Learning R. Behnia Mohammadreza Ebrahimi Arman Riasi Sherman S. M. Chow B. Padmanabhan Thang Hoang 86 7 0 07 Apr 2023
FedREP: A Byzantine-Robust, Communication-Efficient and Privacy-Preserving Framework for Federated Learning Yi-Rui Yang Kun Wang Wulu Li FedML 76 3 0 09 Mar 2023
ByzSecAgg: A Byzantine-Resistant Secure Aggregation Scheme for Federated Learning Based on Coded Computing and Vector Commitment Tayyebeh Jahani-Nezhad M. Maddah-ali Giuseppe Caire FedML 78 4 0 20 Feb 2023
Topology-aware Federated Learning in Edge Computing: A Comprehensive Survey Jiajun Wu Steve Drew Fan Dong Zhuangdi Zhu Jiayu Zhou FedML 117 52 0 06 Feb 2023
Secure Shapley Value for Cross-Silo Federated Learning (Technical Report) Shuyuan Zheng Yang Cao Masatoshi Yoshikawa FedML 105 25 0 11 Sep 2022
Secure Aggregation for Federated Learning in Flower Kwing Hei Li Pedro Porto Buarque de Gusmão Daniel J. Beutel Nicholas D. Lane FedML 95 39 0 12 May 2022
On the Information Theoretic Secure Aggregation with Uncoded Groupwise Keys Kai Wan Xin Yao Hua Sun Mingyue Ji Giuseppe Caire FedML 45 0 0 24 Apr 2022
Efficient Dropout-resilient Aggregation for Privacy-preserving Machine Learning Ziyao Liu Jiale Guo Kwok-Yan Lam Jun Zhao 67 82 0 31 Mar 2022
Privacy-Preserving Aggregation in Federated Learning: A Survey Ziyao Liu Jiale Guo Wenzhuo Yang Jiani Fan Kwok-Yan Lam Jun Zhao FedML 104 93 0 31 Mar 2022
SwiftAgg+: Achieving Asymptotically Optimal Communication Loads in Secure Aggregation for Federated Learning Tayyebeh Jahani-Nezhad M. Maddah-ali Songze Li Giuseppe Caire FedML 123 53 0 24 Mar 2022
SPRITE: A Scalable Privacy-Preserving and Verifiable Collaborative Learning for Industrial IoT Jayasree Sengupta Sushmita Ruj Sipra Das Bit 24 4 0 22 Mar 2022
SwiftAgg: Communication-Efficient and Dropout-Resistant Secure Aggregation for Federated Learning with Worst-Case Security Guarantees Tayyebeh Jahani-Nezhad M. Maddah-ali Songze Li Giuseppe Caire FedML 80 31 0 08 Feb 2022
Aggregation Service for Federated Learning: An Efficient, Secure, and More Resilient Realization Yifeng Zheng Shangqi Lai Yi Liu Lizhen Qu X. Yi Cong Wang FedML 70 87 0 04 Feb 2022
Eluding Secure Aggregation in Federated Learning via Model Inconsistency Dario Pasquini Danilo Francati G. Ateniese FedML 79 104 0 14 Nov 2021
SAFE: Secure Aggregation with Failover and Encryption Thomas Sandholm S. Mukherjee Bernardo A. Huberman FedML 71 6 0 12 Aug 2021
Securing Secure Aggregation: Mitigating Multi-Round Privacy Leakage in Federated Learning Jinhyun So Ramy E. Ali Başak Güler Jiantao Jiao Salman Avestimehr FedML 95 81 0 07 Jun 2021
FED- $χ^2$ : Privacy Preserving Federated Correlation Test Lun Wang Qi Pang Shuai Wang Basel Alomair FedML 44 5 0 30 May 2021
Information Theoretic Secure Aggregation with User Dropouts Yizhou Zhao Hua Sun FedML 131 70 0 19 Jan 2021
SSGD: A safe and efficient method of gradient descent Jinhuan Duan Xianxian Li Shiqi Gao Jinyan Wang Ziliang Zhong 44 4 0 03 Dec 2020