DeepLocalize: Fault Localization for Deep Neural Networks

Deep Neural Networks (DNNs) are becoming an integral part of most software systems. Previous work has shown that DNNs have bugs. Unfortunately, existing debugging techniques don't support localizing DNN bugs because of the lack of understanding of model behaviors. The entire DNN model appears a...

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Bibliographic Details

Published in:	Proceedings / International Conference on Software Engineering pp. 251 - 262
Main Authors:	Wardat, Mohammad, Le, Wei, Rajan, Hridesh
Format:	Conference Proceeding
Language:	English
Published:	IEEE 01.05.2021
Subjects:	Benchmark testing Computer bugs Debugging Deep learning bugs Deep Neural Networks Fault diagnosis Fault Location Neural networks Numerical models Program Analysis
ISBN:	1665402962, 9781665402965
ISSN:	1558-1225
Online Access:	Get full text
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