KNighter: Transforming Static Analysis with LLM-Synthesized Checkers

Static analysis is a powerful technique for bug detection in critical systems like operating system kernels. However, designing and implementing static analyzers is challenging, time-consuming, and typically limited to predefined bug patterns. While large language models (LLMs) have shown promise for static analysis, directly applying them to scan large systems remains impractical due to computational constraints and contextual limitations.

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Publication Details

Published
2025-10-01
DOI
https://doi.org/10.1145/3731569.3764827
Citations
1
Primary Topic
Geochemistry and Geologic Mapping
Type
article
Field-Weighted Citation Impact
2.48
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article

KNighter: Transforming Static Analysis with LLM-Synthesized Checkers

1 citations
Geochemistry and Geologic Mapping
2.48
article

KNighter: Transforming Static Analysis with LLM-Synthesized Checkers

article en
1 citations

Abstract

Static analysis is a powerful technique for bug detection in critical systems like operating system kernels. However, designing and implementing static analyzers is challenging, time-consuming, and typically limited to predefined bug patterns. While large language models (LLMs) have shown promise for static analysis, directly applying them to scan large systems remains impractical due to computational constraints and contextual limitations.

University of Illinois Urbana-Champaign (US), Shanghai Jiao Tong University (CN), Zhejiang University (CN)
Peace, Justice and strong institutions
Openalex Percentile: Top 7%
Geochemistry and Geologic Mapping
2.48
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KNighter: Transforming Static Analysis with LLM-Synthesized Checkers · (2025) | TGRS Research Map | TGRS