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Improving Testing of Deep-Learning Systems.

Authors :
Deokuliar, Harsh
Sangwan, Raghvinder S.
Badr, Yoaukim
Srinivasan, Satish M.
Source :
Communications of the ACM; Mar2024, Vol. 67 Issue 3, p44-48, 5p
Publication Year :
2024

Abstract

The article focuses on the improvement of test effectiveness and quality of test data in deep learning systems. Topics of discussion include the combination of mutation testing using DeepMutation and differential testing using DeepXplore, iterations of models using data from the MNIST database, and the discovery of errors in deep neural network (DNN) models.

Details

Language :
English
ISSN :
00010782
Volume :
67
Issue :
3
Database :
Complementary Index
Journal :
Communications of the ACM
Publication Type :
Periodical
Accession number :
175599204
Full Text :
https://doi.org/10.1145/3633311