Federated Learning

Towards Sybil Resilience in Decentralized Learning

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

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

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

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

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

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

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

Bkd-FedGNN: A Benchmark for Classification Backdoor Attacks on Federated Graph Neural Network

Authors: Fan Liu, Siqi Lai, Yansong Ning, Hao Liu | Published: 2023-06-17
Backdoor Attack
Federated Learning

Edge Learning for 6G-enabled Internet of Things: A Comprehensive Survey of Vulnerabilities, Datasets, and Defenses

Authors: Mohamed Amine Ferrag, Othmane Friha, Burak Kantarci, Norbert Tihanyi, Lucas Cordeiro, Merouane Debbah, Djallel Hamouda, Muna Al-Hawawreh, Kim-Kwang Raymond Choo | Published: 2023-06-17 | Updated: 2024-02-08
Backdoor Attack
Poisoning
Federated Learning

Fairness and Privacy-Preserving in Federated Learning: A Survey

Authors: Taki Hasan Rafi, Faiza Anan Noor, Tahmid Hussain, Dong-Kyu Chae | Published: 2023-06-14 | Updated: 2023-07-14
Privacy Technique
Poisoning
Federated Learning