Weifeng Sun

Neuron Semantic-Guided Test Generation for Deep Neural Networks Fuzzing

2024 · ACM Transactions on Software Engineering and Methodology

In recent years, significant progress has been made in testing methods for deep neural networks (DNNs) to ensure their correctness and robustness. Coverage-guided criteria, such as neuron-wise, layer-wise, and path-/trace-wise, have been proposed for DNN …