Secure Aggregation

How Much Privacy Does Federated Learning with Secure Aggregation Guarantee?

Authors: Ahmed Roushdy Elkordy, Jiang Zhang, Yahya H. Ezzeldin, Konstantinos Psounis, Salman Avestimehr | Published: 2022-08-03
Secure Aggregation
Privacy Leakage
Efficiency of Distributed Learning
2022.08.03 2025.05.28
Literature Database

Robust Quantity-Aware Aggregation for Federated Learning

Authors: Jingwei Yi, Fangzhao Wu, Huishuai Zhang, Bin Zhu, Tao Qi, Guangzhong Sun, Xing Xie | Published: 2022-05-22 | Updated: 2023-07-26
Attack Methods against DFL
Secure Aggregation
Robustness Evaluation
2022.05.22 2025.05.28
Literature Database

Collaborative Drug Discovery: Inference-level Data Protection Perspective

Authors: Balazs Pejo, Mina Remeli, Adam Arany, Mathieu Galtier, Gergely Acs | Published: 2022-05-13 | Updated: 2022-06-09
Secure Aggregation
Privacy Assessment
Risk Analysis Method
2022.05.13 2025.05.28
Literature Database

Symbolic analysis meets federated learning to enhance malware identifier

Authors: Khanh Huu The Dam, Charles-Henry Bertrand Van Ouytsel, Axel Legay | Published: 2022-04-29
Cybersecurity
Secure Aggregation
Malware Propagation Means
2022.04.29 2025.05.28
Literature Database

A Secure Federated Learning Framework for 5G Networks

Authors: Yi Liu, Jialiang Peng, Jiawen Kang, Abdullah M. Iliyasu, Dusit Niyato, Ahmed A. Abd El-Latif | Published: 2020-05-12
Secure Aggregation
Privacy Assessment
Federated Learning System
2020.05.12 2025.05.28
Literature Database

Privacy-preserving Weighted Federated Learning within Oracle-Aided MPC Framework

Authors: Huafei Zhu, Zengxiang Li, Mervyn Cheah, Rick Siow Mong Goh | Published: 2020-03-17 | Updated: 2020-04-08
Secure Aggregation
Privacy Protection Method
Federated Learning
2020.03.17 2025.05.28
Literature Database

Advances and Open Problems in Federated Learning

Authors: Peter Kairouz, H. Brendan McMahan, Brendan Avent, Aurélien Bellet, Mehdi Bennis, Arjun Nitin Bhagoji, Kallista Bonawitz, Zachary Charles, Graham Cormode, Rachel Cummings, Rafael G. L. D'Oliveira, Hubert Eichner, Salim El Rouayheb, David Evans, Josh Gardner, Zachary Garrett, Adrià Gascón, Badih Ghazi, Phillip B. Gibbons, Marco Gruteser, Zaid Harchaoui, Chaoyang He, Lie He, Zhouyuan Huo, Ben Hutchinson, Justin Hsu, Martin Jaggi, Tara Javidi, Gauri Joshi, Mikhail Khodak, Jakub Konečný, Aleksandra Korolova, Farinaz Koushanfar, Sanmi Koyejo, Tancrède Lepoint, Yang Liu, Prateek Mittal, Mehryar Mohri, Richard Nock, Ayfer Özgür, Rasmus Pagh, Mariana Raykova, Hang Qi, Daniel Ramage, Ramesh Raskar, Dawn Song, Weikang Song, Sebastian U. Stich, Ziteng Sun, Ananda Theertha Suresh, Florian Tramèr, Praneeth Vepakomma, Jianyu Wang, Li Xiong, Zheng Xu, Qiang Yang, Felix X. Yu, Han Yu, Sen Zhao | Published: 2019-12-10 | Updated: 2021-03-09
Secure Aggregation
Privacy Protection
Poisoning
2019.12.10 2025.05.28
Literature Database

Robustification of deep net classifiers by key based diversified aggregation with pre-filtering

Authors: Olga Taran, Shideh Rezaeifar, Taras Holotyak, Slava Voloshynovskiy | Published: 2019-05-14
Secure Aggregation
Performance Evaluation
Attack Type
2019.05.14 2025.05.28
Literature Database