Federated Learning

Two-Bit Aggregation for Communication Efficient and Differentially Private Federated Learning

Authors: Mohammad Aghapour, Aidin Ferdowsi, Walid Saad | Published: 2021-10-06
Algorithm
Privacy Risk Management
Federated Learning
2021.10.06 2025.05.28
Literature Database

A Systematic Survey of Blockchained Federated Learning

Authors: Zhilin Wang, Qin Hu, Minghui Xu, Yan Zhuang, Yawei Wang, Xiuzhen Cheng | Published: 2021-10-05 | Updated: 2024-06-01
Data Privacy Assessment
Blockchain Technology
Federated Learning
2021.10.05 2025.05.28
Literature Database

SecFL: Confidential Federated Learning using TEEs

Authors: Do Le Quoc, Christof Fetzer | Published: 2021-10-03 | Updated: 2021-10-07
Data Protection Method
Privacy Risk Management
Federated Learning
2021.10.03 2025.05.28
Literature Database

Fairness-Driven Private Collaborative Machine Learning

Authors: Dana Pessach, Tamir Tassa, Erez Shmueli | Published: 2021-09-29
Data Privacy Assessment
Performance Evaluation
Federated Learning
2021.09.29 2025.05.28
Literature Database

MixNN: Protection of Federated Learning Against Inference Attacks by Mixing Neural Network Layers

Authors: Antoine Boutet, Thomas Lebrun, Jan Aalmoes, Adrien Baud | Published: 2021-09-26
Privacy Risk Management
Performance Evaluation
Federated Learning
2021.09.26 2025.05.28
Literature Database

SGDE: Secure Generative Data Exchange for Cross-Silo Federated Learning

Authors: Eugenio Lomurno, Alberto Archetti, Lorenzo Cazzella, Stefano Samele, Leonardo Di Perna, Matteo Matteucci | Published: 2021-09-24 | Updated: 2022-09-07
Data Privacy Assessment
Data Generation
Federated Learning
2021.09.24 2025.05.28
Literature Database

The More, the Better? A Study on Collaborative Machine Learning for DGA Detection

Authors: Arthur Drichel, Benedikt Holmes, Justus von Brandt, Ulrike Meyer | Published: 2021-09-24
Data Generation
Performance Evaluation
Federated Learning
2021.09.24 2025.05.28
Literature Database

DeSMP: Differential Privacy-exploited Stealthy Model Poisoning Attacks in Federated Learning

Authors: Md Tamjid Hossain, Shafkat Islam, Shahriar Badsha, Haoting Shen | Published: 2021-09-21
Backdoor Attack
Federated Learning
Defense Mechanism
2021.09.21 2025.05.28
Literature Database

SoK: Machine Learning Governance

Authors: Varun Chandrasekaran, Hengrui Jia, Anvith Thudi, Adelin Travers, Mohammad Yaghini, Nicolas Papernot | Published: 2021-09-20
Privacy Risk Management
Poisoning
Federated Learning
2021.09.20 2025.05.28
Literature Database

Dubhe: Towards Data Unbiasedness with Homomorphic Encryption in Federated Learning Client Selection

Authors: Shulai Zhang, Zirui Li, Quan Chen, Wenli Zheng, Jingwen Leng, Minyi Guo | Published: 2021-09-08
Client Selection Method
Poisoning
Federated Learning
2021.09.08 2025.05.28
Literature Database
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