Evaluating Open-Weight LLMs for Generating Structured Threat Information for Autonomous Vehicle Vulnerabilities
Connected and Autonomous Vehicles (CAVs) rely on interconnected software and hardware components, including sensors, Electronic Control Units, in-vehicle infotainment systems, and telematics units, where vulnerabilities can compromise assets, users, and vehicle operations. These vulnerabilities are commonly documented as plain text in the Common Vulnerabilities and Exposures (CVE) database; however, security practitioners require structured information about affected assets, types of weaknesses, and attack behaviors to effectively mitigate the risks from these vulnerabilities. To this end, we
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- PossiblePossibly related (embedding) · 48%Managing third-party model risk and AI dependencies - Security Boulevard →
- PossiblePossibly related (embedding) · 48%What does "Safe AI" look like? [D] →
- FuzzyOverlapping authors or contributors · 62%ultralytics/yolov5 →
“Shared author/contributor keys: ryan”
- LinkedLinked via arxiv author · 85%Md Erfan →
“Evaluating Open-Weight LLMs for Generating Structured Threat Information for Autonomous Vehicle Vulnerabilities”
- LinkedLinked via arxiv author · 85%Ahmed Ryan →
“Evaluating Open-Weight LLMs for Generating Structured Threat Information for Autonomous Vehicle Vulnerabilities”
- LinkedLinked via arxiv author · 85%Md Kamal Hossain Chowdhury →
“Evaluating Open-Weight LLMs for Generating Structured Threat Information for Autonomous Vehicle Vulnerabilities”
- LinkedLinked via arxiv author · 85%Md Rayhanur Rahman →
“Evaluating Open-Weight LLMs for Generating Structured Threat Information for Autonomous Vehicle Vulnerabilities”
- PossiblePossibly related (embedding) · 48%The automotive software vulnerabilities hiding in your dashboard - Help Net Security →