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.
Institutions
- University of Illinois Urbana-Champaign (US)
- Shanghai Jiao Tong University (CN)
- Zhejiang University (CN)
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