DeepDiagnosis: Automatically Diagnosing Faults and Recommending Actionable Fixes in Deep Learning Programs

Deep Neural Networks (DNNs) are used in a wide variety of applications. However, as in any software application, DNN-based apps are afflicted with bugs. Previous work observed that DNN bug fix patterns are different from traditional bug fix patterns. Furthermore, those buggy models are non-trivial t...

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Bibliographic Details

Published in:	2022 IEEE/ACM 44th International Conference on Software Engineering (ICSE) pp. 561 - 572
Main Authors:	Wardat, Mohammad, Cruz, Breno Dantas, Le, Wei, Rajan, Hridesh
Format:	Conference Proceeding
Language:	English
Published:	ACM 01.05.2022
Subjects:	Computer bugs debugging Deep learning deep learning bugs deep neural networks fault location Location awareness Neural networks Numerical models program analysis Software Training
ISSN:	1558-1225
Online Access:	Get full text
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