Towards Transparent AI-Powered Cybersecurity in Financial Systems: The Deployment of Federated Learning and Explainable AI in the CaixaBank pilot

• Published in: IEEE ... International Conference on Data Mining workshops pp. 270 - 277
• Main Authors: Karampasi, Aikaterini, Radoglou-Grammatikis, Panagiotis, Pawlicki, Marek, Choras, Ryszard, de Pozuelo, Ramon Martin, Sarigiannidis, Panagiotis, Puchalski, Damian, Pawlicka, Aleksandra, Kozik, Rafal, Choras, Michal
• Format: Conference Proceeding
• Language: English
• Published: IEEE 09.12.2024
• Subjects: AI explainability; Artificial intelligence; Computer security; Explainable AI; Federated learning; Fintech; Network intrusion detection; Privacy; Reliability; Threat assessment; Training

In the domain of financial cybersecurity, where trust and reliability is paramount, the advent of Artificial Intelligence is bringing novel tools for network intrusion detection. This paper introduces AI4FIDS, a novel AI-powered Intrusion Detection System leveraging Federated Learning (FL) to enhanc...