Models of Computational Profiles to Study the Likelihood of DNN Metamorphic Test Cases

no code implementations • 28 Jul 2021 • Ettore Merlo, Mira Marhaba, Foutse khomh, Houssem Ben Braiek, Giuliano Antoniol

We investigate the distribution of computational profile likelihood of metamorphic test cases with respect to the likelihood distributions of training, test and error control cases.

How to Certify Machine Learning Based Safety-critical Systems? A Systematic Literature Review

1 code implementation • 26 Jul 2021 • Florian Tambon, Gabriel Laberge, Le An, Amin Nikanjam, Paulina Stevia Nouwou Mindom, Yann Pequignot, Foutse khomh, Giulio Antoniol, Ettore Merlo, François Laviolette

Method: We conduct a Systematic Literature Review (SLR) of research papers published between 2015 to 2020, covering topics related to the certification of ML systems.

BIG-bench Machine Learning Safe Reinforcement Learning