AINeutralarXiv – CS AI · 14h ago6/10
🧠
A Queueing-Theoretic Framework for Dynamic Attack Surfaces: Data-Integrated Risk Analysis and Adaptive Defense
Researchers develop a queueing-theoretic framework that models cyber-attack surfaces as dynamic systems where vulnerabilities arrive and depart over time. Using reinforcement learning and Markov decision processes, they demonstrate an adaptive defense strategy that reduces active vulnerabilities by over 90% in software supply chains without increasing maintenance budgets.