Author

Huy Kang Kim

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Review Jul 2026

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping

The proposed framework generates candidate mappings via hierarchical in-context learning, then fuses self-consistency and LLM-based evidence verification signals into a calibrated meta-model, which can support selective automation by isolating auto-confirmable mappings from those requiring analyst review.

Heeyun Heo, Sangmin Park, Huy Kang Kim et al. · arXiv.org · 0 citations

Jul 2026

GARAGE: Characterizing the Automation Boundary in LLM-based Attack Graph Generation

GARAGE is introduced, a RAG-powered framework that converts fragmented CTI into an actionable, domain-specific knowledge base for automated attack graph generation and position GARAGE as a scalable TARA support tool within human-in-the-loop workflows, offering a comprehensive cost-performance analysis to guide its depl...

Daekwon Pi, Sangho Lee, Young-Hun Lee et al. · arXiv.org · 0 citations