TensorFuzz: Debugging Neural Networks with Coverage-Guided Fuzzing

Augustus Odena, Catherine Olsson, David Andersen, Ian J. Goodfellow

Abstract: 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-...