2 papers
cs.CR2025
HarnessAgent: Scaling Automatic Fuzzing Harness Construction with Tool-Augmented LLM Pipelines
Kang Yang, Yunhang Zhang, Zichuan Li +3
Large language model (LLM)-based techniques have achieved notable progress in generating harnesses for program fuzzing. However, applying them to arbitrary functions (especially in…
cs.CR2024
Harnessing Large Language Models for Seed Generation in Greybox Fuzzing
Wenxuan Shi, Yunhang Zhang, Xinyu Xing +1
Greybox fuzzing has emerged as a preferred technique for discovering software bugs, striking a balance between efficiency and depth of exploration. While research has focused on im…