A Study on Free-Rider Detection Mechanism for a Fair Federated Learning-Based Intrusion Detection System

Ngo Duc Hoang Son, Nguyen Tran Duc An, Truong Tuan Phi, Nguyen Thi Thu, Hien Do Hoang, Trong-Nghia To, Van-Hau Pham, Phan The Duy. A Study on Free-Rider Detection Mechanism for a Fair Federated Learning-Based Intrusion Detection System. In Hu Xiong, Lu Zhou, Mohammed Atiquzzaman, editors, Information Security Practice and Experience - 20th International Conference, ISPEC 2025, Chengdu, China, November 7-9, 2025, Proceedings. Volume 16418 of Lecture Notes in Computer Science, pages 61-72, Springer, 2025. [doi]

Abstract

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