Proj CDeepFuzz Paper Reading: ConFL: Constraint-guided Fuzzing for Machine Learning Framework
Abstract
本文:ConFL
Task: Fuzz Deep Learning Libraries using Constraint-guided fuzzer
Method: Constraint-guided fuzzer + grouping
实验:
对象:Tensorflow(Main), PyTorch, Paddle
效果:
- 能覆盖更多code lines
- generate more valid inputs
- found 84 CVEs on Tensorflow(3 critical, 13 high-severity), 7 vulnerabilities on PyTorch and Paddle