Multistage advanced persistent threat detection and malware attribution using Mamba state space models with Kolmogorov Arnold networks
Advanced Persistent Threats (APTs) represent the most sophisticated class of cyberattacks, characterized by multi-stage, stealthy, and persistent intrusion campaigns orchestrated by well-funded, often state-sponsored adversaries. Existing detection methods suffer from three critical limitations: inability to model long...