A Multi-Source Feature Fusion-Based Knowledge Graph Construction from Cyber Threat Intelligence to Facilitate APT Attribution in IDS

Swarm Learning (SL) integrates federated learning and blockchain to support decentralized privacy-preserving learning for smart healthcare. However, the resilience of its learning and aggregation process against malicious data injection remains underexplored. This study presents a vulnerability analysis of SL against data-level poisoning, including label-flipping and GAN-generated adversarial sample injection. We...

Android malware is increasingly becoming a serious security threat to users as the popularity of mobile phones continues to rise. The application of machine learning models for classifying Android malware has been widely used in related studies. However, machine learning models can outperform techniques utilizing Generative Adversarial Networks (GANs). This...