Mutation-Based White Box Testing of Deep Neural Networks

Mutation-Based White Box Testing of Deep Neural Networks

Deep Neural Networks (DNNs) are used in many critical areas, such as autonomous vehicles, generative AI systems, etc. Therefore, testing DNNs is vital, especially for models used in critical areas. Mutation-based testing is a very successful technique for testing DNNs by mutating their complex struc...

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Bibliographic Details
Main Authors: Gokhan Cetiner, Ugur Yayan, Ahmet Yazici
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Access
Subjects:
Convolutional neural network
deep neural networks
long short-term memory
machine learning
mutation-based testing
reinforcement learning
Online Access:https://ieeexplore.ieee.org/document/10720015/

Internet

https://ieeexplore.ieee.org/document/10720015/

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