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

Security and Privacy Issues of Federated Learning

Authors: Jahid Hasan | Published: 2023-07-22
ポイズニング
メンバーシップ推論
連合学習

Privacy-preserving patient clustering for personalized federated learning

Authors: Ahmed Elhussein, Gamze Gursoy | Published: 2023-07-17
変数抽出手法
暗号技術
連合学習

Population Expansion for Training Language Models with Private Federated Learning

Authors: Tatsuki Koga, Congzheng Song, Martin Pelikan, Mona Chitnis | Published: 2023-07-14
LSTMモデル性能評価
学習の改善
連合学習

Privacy-Preserving Graph Machine Learning from Data to Computation: A Survey

Authors: Dongqi Fu, Wenxuan Bao, Ross Maciejewski, Hanghang Tong, Jingrui He | Published: 2023-07-10
プライバシー保護技術
メンバーシップ推論
連合学習