Private Aggregation for Byzantine-Resilient Heterogeneous Federated Learning
Authors: Maximilian Egger, Rawad Bitar | Published: 2025-06-11
Federated Learning
Secure Distributed Learning for CAVs: Defending Against Gradient Leakage with Leveled Homomorphic Encryption
Authors: Muhammad Ali Najjar, Ren-Yi Huang, Dumindu Samaraweera, Prashant Shekhar | Published: 2025-06-09
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles
Authors: Md Ashraf Uddin, Nam H. Chu, Reza Rafeh, Mutaz Barika | Published: 2025-05-22
Federated Learning for Cyber Physical Systems: A Comprehensive Survey
Authors: Minh K. Quan, Pubudu N. Pathirana, Mayuri Wijayasundara, Sujeeva Setunge, Dinh C. Nguyen, Christopher G. Brinton, David J. Love, H. Vincent Poor | Published: 2025-05-08
RLSA-PFL: Robust Lightweight Secure Aggregation with Model Inconsistency Detection in Privacy-Preserving Federated Learning
Authors: Nazatul H. Sultan, Yan Bo, Yansong Gao, Seyit Camtepe, Arash Mahboubi, Hang Thanh Bui, Aufeef Chauhan, Hamed Aboutorab, Michael Bewong, Dineshkumar Singh, Praveen Gauravaram, Rafiqul Islam, Sharif Abuadbba | Published: 2025-02-13 | Updated: 2025-04-16
A Selective Homomorphic Encryption Approach for Faster Privacy-Preserving Federated Learning
Authors: Abdulkadir Korkmaz, Praveen Rao | Published: 2025-01-22 | Updated: 2025-03-27
Attribute Inference Attacks for Federated Regression Tasks
Authors: Francesco Diana, Othmane Marfoq, Chuan Xu, Giovanni Neglia, Frédéric Giroire, Eoin Thomas | Published: 2024-11-19 | Updated: 2025-04-16
Enabling Privacy-Preserving Cyber Threat Detection with Federated Learning
Authors: Yu Bi, Yekai Li, Xuan Feng, Xianghang Mi | Published: 2024-04-08
Prompt Public Large Language Models to Synthesize Data for Private On-device Applications
Authors: Shanshan Wu, Zheng Xu, Yanxiang Zhang, Yuanbo Zhang, Daniel Ramage | Published: 2024-04-05 | Updated: 2024-08-07
Precision Guided Approach to Mitigate Data Poisoning Attacks in Federated Learning
Authors: K Naveen Kumar, C Krishna Mohan, Aravind Machiry | Published: 2024-04-05