Federated Learning

Uncovering Promises and Challenges of Federated Learning to Detect Cardiovascular Diseases: A Scoping Literature Review

Authors: Sricharan Donkada, Seyedamin Pouriyeh, Reza M. Parizi, Meng Han, Nasrin Dehbozorgi, Nazmus Sakib, Quan Z. Sheng | Published: 2023-08-26
Smart Healthcare
Threats of Medical AI
Federated Learning
2023.08.26 2025.05.28
Literature Database

ULDP-FL: Federated Learning with Across Silo User-Level Differential Privacy

Authors: Fumiyuki Kato, Li Xiong, Shun Takagi, Yang Cao, Masatoshi Yoshikawa | Published: 2023-08-23 | Updated: 2024-06-16
Privacy Protection
Privacy Protection Method
Federated Learning
2023.08.23 2025.05.28
Literature Database

Unsupervised anomalies detection in IIoT edge devices networks using federated learning

Authors: Niyomukiza Thamar, Hossam Samy Elsaid Sharara | Published: 2023-08-23
Privacy Protection
Unknown Attack Detection
Federated Learning
2023.08.23 2025.05.28
Literature Database

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
Privacy Protection
Convergence Guarantee
Federated Learning
2023.08.21 2025.05.28
Literature Database

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
Privacy Protection
Vehicle Network
Federated Learning
2023.08.21 2025.05.28
Literature Database

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
Model Performance Evaluation
Intrusion Detection System
Federated Learning
2023.08.18 2025.05.28
Literature Database

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
Model Interpretability
Model Performance Evaluation
Federated Learning
2023.08.14 2025.05.28
Literature Database

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
Poisoning
Adversarial Attack Methods
Federated Learning
2023.08.04 2025.05.28
Literature Database

SoK: Assessing the State of Applied Federated Machine Learning

Authors: Tobias Müller, Maximilian Stäbler, Hugo Gascón, Frank Köster, Florian Matthes | Published: 2023-08-03
Scalability Analysis
Data Protection Method
Federated Learning
2023.08.03 2025.05.28
Literature Database

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
Watermarking Settings for Medical Data
Watermark Robustness
Federated Learning
2023.08.01 2025.05.28
Literature Database
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