How Much Privacy Does Federated Learning with Secure Aggregation Guarantee?

3 August 2022

Papers citing "How Much Privacy Does Federated Learning with Secure Aggregation Guarantee?"

23 / 23 papers shown

Title
Guarding the Privacy of Label-Only Access to Neural Network Classifiers via iDP Verification Anan Kabaha Dana Drachsler-Cohen AAML 43 0 0 23 Feb 2025
BlindFL: Segmented Federated Learning with Fully Homomorphic Encryption Evan Gronberg L. dÁliberti Magnus Saebo Aurora Hook FedML 43 0 0 20 Jan 2025
ACCESS-FL: Agile Communication and Computation for Efficient Secure Aggregation in Stable Federated Learning Networks Niousha Nazemi Omid Tavallaie Shuaijun Chen Anna Maria Mandalari Kanchana Thilakarathna Ralph Holz Hamed Haddadi Albert Y. Zomaya FedML 16 2 0 03 Sep 2024
Analyzing Inference Privacy Risks Through Gradients in Machine Learning Zhuohang Li Andrew Lowy Jing Liu T. Koike-Akino K. Parsons Bradley Malin Ye Wang FedML 30 1 0 29 Aug 2024
Differentially Private Federated Learning without Noise Addition: When is it Possible? Jiang Zhang Konstantinos Psounis FedML 30 0 0 06 May 2024
Secure Aggregation is Not Private Against Membership Inference Attacks K. Ngo Johan Ostman Giuseppe Durisi Alexandre Graell i Amat FedML 21 2 0 26 Mar 2024
Horizontal Federated Computer Vision Paul K. Mandal Cole Leo Connor Hurley FedML ObjD 39 0 0 31 Dec 2023
PriPrune: Quantifying and Preserving Privacy in Pruned Federated Learning Tianyue Chu Mengwei Yang Nikolaos Laoutaris A. Markopoulou 34 4 0 30 Oct 2023
Privacy-Preserving Financial Anomaly Detection via Federated Learning & Multi-Party Computation Sunpreet S. Arora Andrew Beams Panagiotis Chatzigiannis Sebastian Meiser Karan Patel ... Harshal Shah Yizhen Wang Yuhang Wu Hao-Yu Yang Mahdi Zamani FedML 11 3 0 06 Oct 2023
Federated Orthogonal Training: Mitigating Global Catastrophic Forgetting in Continual Federated Learning Yavuz Faruk Bakman D. Yaldiz Yahya H. Ezzeldin A. Avestimehr CLL FedML 25 15 0 03 Sep 2023
Flamingo: Multi-Round Single-Server Secure Aggregation with Applications to Private Federated Learning Yiping Ma Jess Woods Sebastian Angel Antigoni Polychroniadou T. Rabin FedML 16 52 0 19 Aug 2023
Stochastic Unrolled Federated Learning Samar Hadou Navid Naderializadeh Alejandro Ribeiro FedML 28 5 0 24 May 2023
FedGT: Identification of Malicious Clients in Federated Learning with Secure Aggregation M. Xhemrishi Johan Ostman A. Wachter-Zeh Alexandre Graell i Amat FedML 19 6 0 09 May 2023
The Resource Problem of Using Linear Layer Leakage Attack in Federated Learning Joshua C. Zhao A. Elkordy Atul Sharma Yahya H. Ezzeldin A. Avestimehr S. Bagchi FedML 35 12 0 27 Mar 2023
Amplitude-Varying Perturbation for Balancing Privacy and Utility in Federated Learning Xinnan Yuan W. Ni Ming Ding Kang Wei Jun Li H. Vincent Poor FedML 21 37 0 07 Mar 2023
Proof-of-Contribution-Based Design for Collaborative Machine Learning on Blockchain Baturalp Buyukates Chaoyang He Shanshan Han Zhiyong Fang Yupeng Zhang Jieyi Long A. Farahanchi Salman Avestimehr OOD 31 7 0 27 Feb 2023
Federated Analytics: A survey A. Elkordy Yahya H. Ezzeldin Shanshan Han Sharad Sharma Chaoyang He S. Mehrotra Salman Avestimehr FedML 18 26 0 02 Feb 2023
A Utility-Preserving Obfuscation Approach for YouTube Recommendations Jiang Zhang Hadi Askari Konstantinos Psounis Zubair Shafiq 17 5 0 14 Oct 2022
zPROBE: Zero Peek Robustness Checks for Federated Learning Zahra Ghodsi Mojan Javaheripi Nojan Sheybani Xinqiao Zhang Ke Huang F. Koushanfar FedML 34 17 0 24 Jun 2022
Location Leakage in Federated Signal Maps Evita Bakopoulou Justin Ley Jiang Zhang Konstantinos Psounis A. Markopoulou FedML 18 5 0 07 Dec 2021
LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning Jinhyun So Chaoyang He Chien-Sheng Yang Songze Li Qian-long Yu Ramy E. Ali Başak Güler Salman Avestimehr FedML 57 164 0 29 Sep 2021
Information Theoretic Secure Aggregation with User Dropouts Yizhou Zhao Hua Sun FedML 59 67 0 19 Jan 2021
FedML: A Research Library and Benchmark for Federated Machine Learning Chaoyang He Songze Li Jinhyun So Xiao Zeng Mi Zhang ... Yang Liu Ramesh Raskar Qiang Yang M. Annavaram Salman Avestimehr FedML 168 564 0 27 Jul 2020