Federated Learning in the Wild: A Comparative Study for Cybersecurity under Non-IID and Unbalanced Settings
Authors: Roberto Doriguzzi-Corin, Petr Sabel, Silvio Cretti, Silvio Ranise | Published: 2025-09-22
Federated Learning
Secure UAV-assisted Federated Learning: A Digital Twin-Driven Approach with Zero-Knowledge Proofs
Authors: Md Bokhtiar Al Zami, Md Raihan Uddin, Dinh C. Nguyen | Published: 2025-09-17
Cyber Threat Hunting: Non-Parametric Mining of Attack Patterns from Cyber Threat Intelligence for Precise Threats Attribution
Authors: Rimsha Kanwal, Umara Noor, Zafar Iqbal, Zahid Rashid | Published: 2025-09-15
Federated Learning: An approach with Hybrid Homomorphic Encryption
Authors: Pedro Correia, Ivan Silva, Ivone Amorim, Eva Maia, Isabel Praça | Published: 2025-09-03
Private Aggregation for Byzantine-Resilient Heterogeneous Federated Learning
Authors: Maximilian Egger, Rawad Bitar | Published: 2025-06-11
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
Privacy-preserving Machine Learning in Internet of Vehicle Applications: Fundamentals, Recent Advances, and Future Direction
Authors: Nazmul Islam, Mohammad Zulkernine | Published: 2025-03-03 | Updated: 2025-07-08
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