Federated Learning

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

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

Security and Privacy Issues of Federated Learning

Authors: Jahid Hasan | Published: 2023-07-22
Poisoning
Membership Inference
Federated Learning

Privacy-preserving patient clustering for personalized federated learning

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

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

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

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

Defending Against Poisoning Attacks in Federated Learning with Blockchain

Authors: Nanqing Dong, Zhipeng Wang, Jiahao Sun, Michael Kampffmeyer, William Knottenbelt, Eric Xing | Published: 2023-07-02 | Updated: 2024-03-12
Poisoning
Voting Mechanism
Federated Learning

VERTICES: Efficient Two-Party Vertical Federated Linear Model with TTP-aided Secret Sharing

Authors: Mingxuan Fan, Yilun Jin, Liu Yang, Zhenghang Ren, Kai Chen | Published: 2023-06-28
MPC Algorithm
Computational Complexity
Federated Learning

Optimal Differentially Private Model Training with Public Data

Authors: Andrew Lowy, Zeman Li, Tianjian Huang, Meisam Razaviyayn | Published: 2023-06-26 | Updated: 2024-09-09
Privacy Protection Method
Optimization Problem
Federated Learning