2 papers
cs.SE2025
RBT4DNN: Requirements-based Testing of Neural Networks
Nusrat Jahan Mozumder, Felipe Toledo, Swaroopa Dola +1
Testing allows developers to determine whether a system functions as expected. When such systems include deep neural networks (DNNs), Testing becomes challenging, as DNNs approxima…
cs.SE2021
Distribution-Aware Testing of Neural Networks Using Generative Models
Swaroopa Dola, Matthew B. Dwyer, Mary Lou Soffa
The reliability of software that has a Deep Neural Network (DNN) as a component is urgently important today given the increasing number of critical applications being deployed with…