A privacy preserving adaptive cybersecurity framework for defending fintech ecosystems against advanced persistent threats

SecureFedShield: An Adaptive Privacy-Preserving Federated Defense Framework Against Adversarial Attacks in Financial Fraud Detection

SecureFedShield is proposed, a privacy-preserving federated learning framework designed for secure financial fraud detection in adversarial environments that integrates adaptive privacy protection, trust-aware client evaluation, adversarial update detection, and robust model aggregation into a unified architecture.

AI-Driven Privacy-Preserving Techniques in US Healthcare Cybersecurity: A Narrative Review

This narrative review draws together peer-reviewed literature from 2020 to 2026 on AI-driven privacy-preserving techniques like federated learning, differential privacy, homomorphic encryption, secure multi-party computation, and blockchain-AI hybrids applied to US healthcare cybersecurity to strengthen privacy alongsi...

A Secure Federated Learning and Blockchain Framework for E-Health Threat Detection

The proposed framework effectively integrates encryption, federated intrusion detection, explainable artificial intelligence, and blockchain security to enhance privacy, transparency, and reliability in IoMT healthcare networks.

Leveraging privacy-preserving methods in the detection of advanced persistent threats and ransomware

Cybersecurity Frameworks for Digital Financial Institutions

The findings have shown that the combination of intelligent security solutions and a standardized governance model not only increases the resilience of the organisation, but also reduces cyber risks, facilitates compliance with regulatory requirements and safeguard the trust of customers.

Adversarial Machine Unlearning for Privacy-Preserving Threat Intelligence Sharing

A novel framework for adversarial machine unlearning is introduced to enable privacy-preserving threat intelligence sharing and lays the foundation for secure and compliant knowledge transfer in federated security operations and collaborative defence ecosystems.