AIMOS: Metamorphic Testing of AI - An Industrial Application

Augustin Lemesle,Aymeric Varasse,Zakaria Chihani, Dominique Tachet

COMPUTER SAFETY, RELIABILITY, AND SECURITY, SAFECOMP 2023 WORKSHOPS（2023）

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摘要

In this paper, we present the AIMOS tool as well as the results of its application to industrial use cases. Relying on the widely used Metamorphic testing paradigm, we show how the process of verification and validation can benefit from the early testing of models' robustness to perturbations stemming from the intended operational domain.

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关键词

metamorphism,testing,artificial intelligence,neural networks,support-vector machines,verification and validation

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