Federated Learning

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

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 | Updated: 2025-05-08
Scalability Analysis
Privacy Protection Method
Federated Learning
2023.08.01 2025.05.28
Literature Database

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
Anomaly Detection Method
Vehicle Network
Federated Learning
2023.07.25 2025.05.28
Literature Database

Security and Privacy Issues of Federated Learning

Authors: Jahid Hasan | Published: 2023-07-22
Poisoning
Membership Inference
Federated Learning
2023.07.22 2025.05.28
Literature Database

Privacy-preserving patient clustering for personalized federated learning

Authors: Ahmed Elhussein, Gamze Gursoy | Published: 2023-07-17
Variable Extraction Method
Cryptography
Federated Learning
2023.07.17 2025.05.28
Literature Database

Population Expansion for Training Language Models with Private Federated Learning

Authors: Tatsuki Koga, Congzheng Song, Martin Pelikan, Mona Chitnis | Published: 2023-07-14
LSTM Model Performance Evaluation
Improvement of Learning
Federated Learning
2023.07.14 2025.05.28
Literature Database

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
Privacy Enhancing Technology
Membership Inference
Federated Learning
2023.07.10 2025.05.28
Literature Database

Convergence of Communications, Control, and Machine Learning for Secure and Autonomous Vehicle Navigation

Authors: Tengchan Zeng, Aidin Ferdowsi, Omid Semiari, Walid Saad, Choong Seon Hong | Published: 2023-07-05
Control Action Generation
Vehicle Network
Federated Learning
2023.07.05 2025.05.28
Literature Database
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