David Andersen

TensorFuzz: Debugging Neural Networks with Coverage-Guided Fuzzing

Neural networks are difficult to interpret and debug. We introduce testing techniques for neural networks that can discover errors occurring only for rare inputs. Specifically, we develop coverage-guided fuzzing (CGF) methods for neural networks. In CGF, random mutations of inputs are guided by a co…