2 papers
cs.CR2025
Policy-Value Guided MDP-MCTS Framework for Cyber Kill-Chain Inference
Chitraksh Singh, Monisha Dhanraj, Ken Huang
Threat analysts routinely rely on natural-language reports that describe attacker actions without enumerating the full kill chain or the dependencies between phases, making automat…
cs.CR2025
KillChainGraph: ML Framework for Predicting and Mapping ATT&CK Techniques
Chitraksh Singh, Monisha Dhanraj, Ken Huang
The escalating complexity and volume of cyberattacks demand proactive detection strategies that go beyond traditional rule-based systems. This paper presents a phase-aware, multi-m…