連合学習

Unsupervised anomalies detection in IIoT edge devices networks using federated learning

Authors: Niyomukiza Thamar, Hossam Samy Elsaid Sharara | Published: 2023-08-23
プライバシー保護
未知の攻撃検出
連合学習

ALI-DPFL: Differentially Private Federated Learning with Adaptive Local Iterations

Authors: Xinpeng Ling, Jie Fu, Kuncan Wang, Haitao Liu, Zhili Chen | Published: 2023-08-21 | Updated: 2024-05-22
プライバシー保護
収束保証
連合学習

Federated Learning for Connected and Automated Vehicles: A Survey of Existing Approaches and Challenges

Authors: Vishnu Pandi Chellapandi, Liangqi Yuan, Christopher G. Brinton, Stanislaw H Zak, Ziran Wang | Published: 2023-08-21 | Updated: 2023-11-11
プライバシー保護
車両ネットワーク
連合学習

Intrusion Detection based on Federated Learning: a systematic review

Authors: Jose L. Hernandez-Ramos, Georgios Karopoulos, Efstratios Chatzoglou, Vasileios Kouliaridis, Enrique Marmol, Aurora Gonzalez-Vidal, Georgios Kambourakis | Published: 2023-08-18
モデル性能評価
侵入検知システム
連合学習

FedEdge AI-TC: A Semi-supervised Traffic Classification Method based on Trusted Federated Deep Learning for Mobile Edge Computing

Authors: Pan Wang, Zeyi Li, Mengyi Fu, Zixuan Wang, Ze Zhang, MinYao Liu | Published: 2023-08-14
モデルの解釈性
モデル性能評価
連合学習

Label Inference Attacks against Node-level Vertical Federated GNNs

Authors: Marco Arazzi, Mauro Conti, Stefanos Koffas, Marina Krcek, Antonino Nocera, Stjepan Picek, Jing Xu | Published: 2023-08-04 | Updated: 2024-04-18
ポイズニング
敵対的攻撃手法
連合学習

SoK: Assessing the State of Applied Federated Machine Learning

Authors: Tobias Müller, Maximilian Stäbler, Hugo Gascón, Frank Köster, Florian Matthes | Published: 2023-08-03
スケーラビリティ分析
データ保護手法
連合学習

Differential Privacy for Adaptive Weight Aggregation in Federated Tumor Segmentation

Authors: Muhammad Irfan Khan, Esa Alhoniemi, Elina Kontio, Suleiman A. Khan, Mojtaba Jafaritadi | Published: 2023-08-01
医療データの透かし設定
透かしの耐久性
連合学習

Compressed Private Aggregation for Scalable and Robust Federated Learning over Massive Networks

Authors: Natalie Lang, Nir Shlezinger, Rafael G. L. D'Oliveira, Salim El Rouayheb | Published: 2023-08-01
スケーラビリティ分析
プライバシー保護手法
連合学習

Integration of Digital Twin and Federated Learning for Securing Vehicular Internet of Things

Authors: Deepti Gupta, Shafika Showkat Moni, Ali Saman Tosun | Published: 2023-07-25
異常検出手法
車両ネットワーク
連合学習