Federated Learning

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
Algorithm
脅威モデリング自動化
Federated Learning

Federated Learning: An approach with Hybrid Homomorphic Encryption

Authors: Pedro Correia, Ivan Silva, Ivone Amorim, Eva Maia, Isabel Praça | Published: 2025-09-03
Integration of FL and HE
Privacy Design Principles
Federated Learning

Private Aggregation for Byzantine-Resilient Heterogeneous Federated Learning

Authors: Maximilian Egger, Rawad Bitar | Published: 2025-06-11
Privacy protection framework
Robustness Evaluation
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
Privacy Protection Mechanism
Encryption Technology
Federated Learning

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
Attack Type
Federated Learning
階層型分類モデル

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
Decentralized FL-CPS
Machine Learning Application
Federated Learning

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
Privacy Risk Management
Traffic Simulation
Federated Learning

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
Privacy Enhancing Protocol
Performance Evaluation Method
Federated Learning

A Selective Homomorphic Encryption Approach for Faster Privacy-Preserving Federated Learning

Authors: Abdulkadir Korkmaz, Praveen Rao | Published: 2025-01-22 | Updated: 2025-03-27
Privacy Issues
Watermarking Technology
Federated Learning

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
Privacy Enhancing Protocol
Label Inference Attack
Federated Learning