連合学習

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
マルウェア分類
マルウェア検出手法
連合学習

An Intelligent Mechanism for Monitoring and Detecting Intrusions in IoT Devices

Authors: Vitalina Holubenko, Paulo Silva, Carlos Bento | Published: 2023-06-23
性能評価
脅威モデリング
連合学習

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
アルゴリズム設計
マルウェア検出手法
連合学習

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
プライバシー手法
最適化手法
連合学習

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
アルゴリズム
深層学習手法
連合学習

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
バックドア攻撃
連合学習

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
バックドア攻撃
ポイズニング
連合学習

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
プライバシー手法
ポイズニング
連合学習

SRATTA : Sample Re-ATTribution Attack of Secure Aggregation in Federated Learning

Authors: Tanguy Marchand, Régis Loeb, Ulysse Marteau-Ferey, Jean Ogier du Terrail, Arthur Pignet | Published: 2023-06-13
ポイズニング
悪意のあるクライアント
連合学習

AnoFel: Supporting Anonymity for Privacy-Preserving Federated Learning

Authors: Ghada Almashaqbeh, Zahra Ghodsi | Published: 2023-06-12
プライバシー手法
悪意のあるクライアント
連合学習