FastSecAgg: Scalable Secure Aggregation for Privacy-Preserving Federated
Learning

FastSecAgg: Scalable Secure Aggregation for Privacy-Preserving Federated Learning

23 September 2020

Nived Rajaraman

O. O. Koyluoglu

Kannan Ramchandran

Papers citing "FastSecAgg: Scalable Secure Aggregation for Privacy-Preserving Federated Learning"

18 / 68 papers shown

Title
Privacy-Preserving Aggregation in Federated Learning: A Survey Ziyao Liu Jiale Guo Wenzhuo Yang Jiani Fan Kwok-Yan Lam Jun Zhao FedML 37 87 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 39 45 0 24 Mar 2022
The Fundamental Price of Secure Aggregation in Differentially Private Federated Learning Wei-Ning Chen Christopher A. Choquette-Choo Peter Kairouz A. Suresh FedML 42 63 0 07 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 26 30 0 08 Feb 2022
Aggregation Service for Federated Learning: An Efficient, Secure, and More Resilient Realization Yifeng Zheng Shangqi Lai Yi Liu Xingliang Yuan X. Yi Cong Wang FedML 27 84 0 04 Feb 2022
Survey on Federated Learning Threats: concepts, taxonomy on attacks and defences, experimental study and challenges Nuria Rodríguez-Barroso Daniel Jiménez López M. V. Luzón Francisco Herrera Eugenio Martínez-Cámara FedML 37 213 0 20 Jan 2022
CodedPaddedFL and CodedSecAgg: Straggler Mitigation and Secure Aggregation in Federated Learning Reent Schlegel Siddhartha Kumar E. Rosnes Alexandre Graell i Amat FedML 32 43 0 16 Dec 2021
SASH: Efficient Secure Aggregation Based on SHPRG For Federated Learning Zizhen Liu Si-Quan Chen Jing Ye Junfeng Fan Huawei Li Xiaowei Li FedML 22 12 0 24 Nov 2021
Eluding Secure Aggregation in Federated Learning via Model Inconsistency Dario Pasquini Danilo Francati G. Ateniese FedML 28 101 0 14 Nov 2021
Towards Sparse Federated Analytics: Location Heatmaps under Distributed Differential Privacy with Secure Aggregation Eugene Bagdasaryan Peter Kairouz S. Mellem Adria Gascon Kallista A. Bonawitz D. Estrin Marco Gruteser 24 28 0 03 Nov 2021
Practical and Light-weight Secure Aggregation for Federated Submodel Learning Jamie Cui Cen Chen Tiandi Ye Li Wang FedML 36 2 0 02 Nov 2021
Secure Aggregation for Buffered Asynchronous Federated Learning Jinhyun So Ramy E. Ali Başak Güler A. Avestimehr FedML 17 26 0 05 Oct 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 67 167 0 29 Sep 2021
SAFE: Secure Aggregation with Failover and Encryption Thomas Sandholm S. Mukherjee Bernardo A. Huberman FedML 35 6 0 12 Aug 2021
Privacy-Preserving Machine Learning: Methods, Challenges and Directions Runhua Xu Nathalie Baracaldo J. Joshi 32 99 0 10 Aug 2021
Private Retrieval, Computing and Learning: Recent Progress and Future Challenges S. Ulukus Salman Avestimehr Michael C. Gastpar S. Jafar Ravi Tandon Chao Tian FedML 35 64 0 30 Jul 2021
Securing Secure Aggregation: Mitigating Multi-Round Privacy Leakage in Federated Learning Jinhyun So Ramy E. Ali Başak Güler Jiantao Jiao Salman Avestimehr FedML 45 77 0 07 Jun 2021
Information Theoretic Secure Aggregation with User Dropouts Yizhou Zhao Hua Sun FedML 59 67 0 19 Jan 2021