Vul4Py gives 100 real Python vulnerabilities a paired exploit-and-functional oracle, and on this benchmark agentic repair systems outperform direct prompting and a specialized tool by a wide margin.
In: 34th USENIX Security Symposium (USENIX Security 25)
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Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles
Vul4Py gives 100 real Python vulnerabilities a paired exploit-and-functional oracle, and on this benchmark agentic repair systems outperform direct prompting and a specialized tool by a wide margin.