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arXiv cs.CROct 6, 2026

Learning from Failures: A Failure-Driven Prompt Refinement for LLM-Based Vulnerability Analysis

Failure-driven prompt refinement uses recurring LLM mistakes to improve vulnerability analysis on DVJA and Juliet.

llm vulnerability-analysis

4

arXiv cs.CRSep 22, 2026

C-to-Rust Fallacy: Automatic Refactoring != Memory Security

Study finds most automatic C-to-Rust translations fail to compile or still carry memory bugs.

2