#rule-generation News & Analysis

2 articles tagged with #rule-generation. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Jun 56/10

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From Attack Simulation to SIEM Rule: Deterministic Detection-as-Code Synthesis with Probe-Level Traceability

Researchers present a deterministic synthesis method that automatically converts findings from attack simulation tools into SIEM detection rules, eliminating manual translation work. The system uses a 23-template library indexed by OWASP categories to map security probe findings to Sigma rules with full traceability to originating attacks, achieving 100% parseability across multiple backends.

AINeutralarXiv – CS AI · May 16/10

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Investigating More Explainable and Partition-Free Compositionality Estimation for LLMs: A Rule-Generation Perspective

Researchers propose a novel rule-generation approach to evaluate compositionality in large language models, addressing critical limitations in existing assessment methods that lack explainability and suffer from dataset partition leakage. This new framework requires LLMs to generate executable programs as rules for data mapping, providing more robust insights into how well these models generalize compositional concepts.