CriticalFuzz: A critical neuron coverage-guided fuzz testing framework for deep neural networks

T Bai, S Huang, Y Huang, X Wang, C Xia, Y Qu… - Information and …, 2024 - Elsevier
Context: Deep neural networks (DNN) have been widely deployed in safety-critical domains,
such as autonomous cars and healthcare, where error behaviors can lead to serious …

Criticalfuzz: A Critical Neuron Coverage-Guided Fuzz Testing Framework for Deep Neural Networks

T Bai, S Huang, Y Huang, C Xia, Z Yang - … and qu, yubin and Yang, Zhen … - papers.ssrn.com
Context: Deep neural networks (DNN) have been widely deployed in safety-critical domains,
testing DNN is extremely important. Neuron coverage-guided fuzz testing (NCFT) has …

Criticalfuzz: A Critical Neuron Coverage-Guided Fuzz Testing Framework for Deep Neural Networks

T Bai, S Huang, Y Huang, C Xia, Z Yang - … and qu, yubin and Yang, Zhen … - papers.ssrn.com
Neuron coverage-guided fuzz testing (NCFT) has become an effective measure for testing
DNN, which iteratively generates new seeds with the guidance of neuron coverage to …