Federated Learning

Defending Against Poisoning Attacks in Federated Learning with Blockchain

Authors: Nanqing Dong, Zhipeng Wang, Jiahao Sun, Michael Kampffmeyer, William Knottenbelt, Eric Xing | Published: 2023-07-02 | Updated: 2024-03-12
Poisoning
Voting Mechanism
Federated Learning
2023.07.02 2025.05.28
Literature Database

VERTICES: Efficient Two-Party Vertical Federated Linear Model with TTP-aided Secret Sharing

Authors: Mingxuan Fan, Yilun Jin, Liu Yang, Zhenghang Ren, Kai Chen | Published: 2023-06-28
MPC Algorithm
Computational Complexity
Federated Learning
2023.06.28 2025.05.28
Literature Database

Optimal Differentially Private Model Training with Public Data

Authors: Andrew Lowy, Zeman Li, Tianjian Huang, Meisam Razaviyayn | Published: 2023-06-26 | Updated: 2024-09-09
Privacy Protection Method
Optimization Problem
Federated Learning
2023.06.26 2025.05.28
Literature Database

Towards Sybil Resilience in Decentralized Learning

Authors: Thomas Werthenbach, Johan Pouwelse | Published: 2023-06-26
Poisoning
Poisoning Attack
Federated Learning
2023.06.26 2025.05.28
Literature Database

Private Federated Learning in Gboard

Authors: Yuanbo Zhang, Daniel Ramage, Zheng Xu, Yanxiang Zhang, Shumin Zhai, Peter Kairouz | Published: 2023-06-26
Privacy Protection
Federated Learning
2023.06.26 2025.05.28
Literature Database

Federated Learning Approach for Distributed Ransomware Analysis

Authors: Aldin Vehabovic, Hadi Zanddizari, Farook Shaikh, Nasir Ghani, Morteza Safaei Pour, Elias Bou-Harb, Jorge Crichigno | Published: 2023-06-25
Malware Classification
Malware Detection Method
Federated Learning
2023.06.25 2025.05.28
Literature Database

An Intelligent Mechanism for Monitoring and Detecting Intrusions in IoT Devices

Authors: Vitalina Holubenko, Paulo Silva, Carlos Bento | Published: 2023-06-23
Performance Evaluation
Threat modeling
Federated Learning
2023.06.23 2025.05.28
Literature Database

Decentralized Online Federated G-Network Learning for Lightweight Intrusion Detection

Authors: Mert Nakıp, Baran Can Gül, Erol Gelenbe | Published: 2023-06-22 | Updated: 2023-11-28
Algorithm Design
Malware Detection Method
Federated Learning
2023.06.22 2025.05.28
Literature Database

Differentially Private Over-the-Air Federated Learning Over MIMO Fading Channels

Authors: Hang Liu, Jia Yan, Ying-Jun Angela Zhang | Published: 2023-06-19 | Updated: 2023-12-25
Privacy Technique
Optimization Methods
Federated Learning
2023.06.19 2025.05.28
Literature Database

Federated Learning Based Distributed Localization of False Data Injection Attacks on Smart Grids

Authors: Cihat Keçeci, Katherine R. Davis, Erchin Serpedin | Published: 2023-06-17
Algorithm
Deep Learning Method
Federated Learning
2023.06.17 2025.05.28
Literature Database
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