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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Veröffentlicht in:	Proceedings / International Conference on Software Engineering S. 251 - 262
Hauptverfasser:	Wardat, Mohammad, Le, Wei, Rajan, Hridesh
Format:	Tagungsbericht
Sprache:	Englisch
Veröffentlicht:	IEEE 01.05.2021
Schlagworte:	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-Zugang:	Volltext
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