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.
citing papers explorer
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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.
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MASFuzzer: Fuzz Driver Generation and Adaptive Scheduling via Multidimensional API Sequences
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.