Author

David Lo

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#large language models Aug 2026

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles

Vul4Py is presented, a Python AVR benchmark in which every entry carries a paired oracle: an exploit oracle that must fail on the vulnerable revision and pass on the fixed one, together with a project-native pytest functional oracle that must pass on both.

Bui Tan, Ting Zhang, Ferdian Thung et al. · Lecture notes in computer sc... · 2 citations

#artificial intelligence Preprint Sep 2026

Athena: Vulnerability-Affected Library Identification via Knowledge Graph Completion

Athea, the first graph-based approach for vulnerability affected library identification, is proposed, which models vulnerability databases as a knowledge graph and reformulates the identification problem as knowledge graph completion (KGC).

P. Duy, Trang Dang Yen, Hưng Nguyễn Hữu et al. · 0 citations