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

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

Enabling Privacy-Preserving Cyber Threat Detection with Federated Learning

Authors: Yu Bi, Yekai Li, Xuan Feng, Xianghang Mi | Published: 2024-04-08
Spam Detection
Poisoning
Federated Learning

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
Dataset Generation
Privacy Protection Method
Federated Learning

Precision Guided Approach to Mitigate Data Poisoning Attacks in Federated Learning

Authors: K Naveen Kumar, C Krishna Mohan, Aravind Machiry | Published: 2024-04-05
Poisoning
Federated Learning
Defense Method

Goldfish: An Efficient Federated Unlearning Framework

Authors: Houzhe Wang, Xiaojie Zhu, Chi Chen, Paulo Esteves-Veríssimo | Published: 2024-04-04 | Updated: 2024-04-23
Model Performance Evaluation
Loss Function
Federated Learning

Resilience in Online Federated Learning: Mitigating Model-Poisoning Attacks via Partial Sharing

Authors: Ehsan Lari, Reza Arablouei, Vinay Chakravarthi Gogineni, Stefan Werner | Published: 2024-03-19 | Updated: 2024-08-16
Poisoning
Communication Efficiency
Federated Learning