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.
Augmenting greybox fuzzing with generative AI
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MASFuzzer generates fuzz drivers via mined multidimensional API sequences and adaptive scheduling, delivering 8.54% higher code coverage and 16 new vulnerabilities across 12 libraries.
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