Author

Md. Wasiul Haque

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#software testing Preprint Sep 2026

LLMSec-AV: A Vulnerability Taxonomy and LLM-Driven Software Weakness Discovery Framework for Autonomous Vehicles

LLMSec-AV introduces an AV-specific, machine-readable vulnerability taxonomy for weakness discovery and shows that LLMs can complement conventional analyzers by identifying and organizing safety-relevant findings in real AV software.

Md. Wasiul Haque, Sagar Dasgupta, Mizanur Rahman · 0 citations

Preprint Aug 2026

LLM-Assisted Dynamic Threat Analysis for Attacker-Reachable Software Weaknesses in Autonomous Vehicles

The results show that build integration, not candidate generation or fuzzing, is the primary barrier to reliable LLM-assisted dynamic analysis of full autonomous-vehicle software stacks.

Md. Wasiul Haque, Sagar Dasgupta, Mizanur Rahman et al. · 1 citation