Jia-Hao Zhang

Program Characteristic Card-Guided Seed Generation for Large Language Model-Assisted Fuzzing

Large language models (LLMs) can generate syntactically valid fuzzing seeds, but existing methods mainly focus on model adaptation and prompt design rather than static characteristics of target programs. This paper presents PCCFuzz, which uses source-visible program information to guide LLM-based initial seed generatio...