Proj CDeepFuzz Paper Reading: Large Language Models are Zero-Shot Fuzzers:Fuzzing Deep-Learning Libraries via Large Language Models
Abstract
本文:TitanFuzz
Task: use LLM to fuzz DL librarires
Method: use both generative and infilling LLMs(e.g., Codex, InCoder)
实验:
对象:Tensorflow, PyTorch
Competitors: LEMON, Muffin, DeepREL, FreeFuzz
效果:
- +30.38%/50.84% code coverage
- detected 65 bugs, 41 confirmed