GONDAR finds four times more Java vulnerabilities than Jazzer by identifying reachable sinks via CWE scanning and LLM filtering then using collaborative exploration and exploitation agents with a coverage-guided fuzzer.
Some cheaper, open-source models may do better in terms of exploita- tion success, but internal working effectiveness remains overlooked, casting a shadow on performance
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Contextualizing Sink Knowledge for Java Vulnerability Discovery
GONDAR finds four times more Java vulnerabilities than Jazzer by identifying reachable sinks via CWE scanning and LLM filtering then using collaborative exploration and exploitation agents with a coverage-guided fuzzer.