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Communication-Computation Efficient Secure Aggregation for Federated
  Learning

Communication-Computation Efficient Secure Aggregation for Federated Learning

10 December 2020
Beongjun Choi
Jy-yong Sohn
Dong-Jun Han
Jaekyun Moon
    FedML
ArXivPDFHTML

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

7 / 7 papers shown
Title
NET-SA: An Efficient Secure Aggregation Architecture Based on In-Network Computing
Qingqing Ren
Wen Wang
Shuyong Zhu
Zhiyuan Wu
Yujun Zhang
40
0
0
02 Jan 2025
LISA: LIghtweight single-server Secure Aggregation with a public source
  of randomness
LISA: LIghtweight single-server Secure Aggregation with a public source of randomness
Elina van Kempen
Qifei Li
G. Marson
Claudio Soriente
27
5
0
04 Aug 2023
FedREP: A Byzantine-Robust, Communication-Efficient and
  Privacy-Preserving Framework for Federated Learning
FedREP: A Byzantine-Robust, Communication-Efficient and Privacy-Preserving Framework for Federated Learning
Yi-Rui Yang
Kun Wang
Wulu Li
FedML
44
3
0
09 Mar 2023
ByzSecAgg: A Byzantine-Resistant Secure Aggregation Scheme for Federated
  Learning Based on Coded Computing and Vector Commitment
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
35
2
0
20 Feb 2023
Secure Aggregation for Federated Learning in Flower
Secure Aggregation for Federated Learning in Flower
Kwing Hei Li
Pedro Porto Buarque de Gusmão
Daniel J. Beutel
Nicholas D. Lane
FedML
24
36
0
12 May 2022
SwiftAgg+: Achieving Asymptotically Optimal Communication Loads in
  Secure Aggregation for Federated Learning
SwiftAgg+: Achieving Asymptotically Optimal Communication Loads in Secure Aggregation for Federated Learning
Tayyebeh Jahani-Nezhad
M. Maddah-ali
Songze Li
Giuseppe Caire
FedML
34
45
0
24 Mar 2022
Information Theoretic Secure Aggregation with User Dropouts
Information Theoretic Secure Aggregation with User Dropouts
Yizhou Zhao
Hua Sun
FedML
59
67
0
19 Jan 2021
1