{"id":584,"date":"2022-05-07T16:07:40","date_gmt":"2022-05-07T16:07:40","guid":{"rendered":"https:\/\/deel.quebec\/projets\/axe2-certifiabilite\/projet-1\/"},"modified":"2022-11-22T18:28:18","modified_gmt":"2022-11-22T18:28:18","slug":"projet-1","status":"publish","type":"projets","link":"https:\/\/deel.quebec\/en\/projets\/axe2-certifiabilite\/projet-1\/","title":{"rendered":"Can we define new methods to improve existing testing approaches?"},"content":{"rendered":"<h3><b>A general framework for metamorphic testing and N-versioning<\/b><\/h3>\n<h6><span style=\"font-weight: 400;\">ONGOING<\/span><\/h6>\n<p><span style=\"font-weight: 400;\">This project is concerned with finding new methods to improve the test approaches used to validate the certifiability of Deep Neural Networks (DNN) specificities.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Metamorphic testing is a testing technique consisting of using semantic preserving relations in order to generate pseudo-oracle one can leverage to test systems for which actual oracles are hard to get, just as it is the case for DNN. While several techniques applied to DNN already exist, they merely use relations as a proxy for generating new data, and don\u2019t consider the relations as general property of the model. The goal of this project is to study such behavior, in particular how to select and or generate the relations, and how to ensure they are valid with regard to the model one wishes to test them on.<\/span><\/p>\n<p><strong>Team<\/strong><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">Florian Tambon (PhD Student)<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Giulio Antoniol (Director)<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Foutse Khomh (Co-Director)<\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"A general framework for metamorphic testing and N-versioning ONGOING This project is concerned with finding","protected":false},"featured_media":293,"parent":476,"menu_order":15,"template":"","_links":{"self":[{"href":"https:\/\/deel.quebec\/en\/wp-json\/wp\/v2\/projets\/584"}],"collection":[{"href":"https:\/\/deel.quebec\/en\/wp-json\/wp\/v2\/projets"}],"about":[{"href":"https:\/\/deel.quebec\/en\/wp-json\/wp\/v2\/types\/projets"}],"up":[{"embeddable":true,"href":"https:\/\/deel.quebec\/en\/wp-json\/wp\/v2\/projets\/476"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/deel.quebec\/en\/wp-json\/wp\/v2\/media\/293"}],"wp:attachment":[{"href":"https:\/\/deel.quebec\/en\/wp-json\/wp\/v2\/media?parent=584"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}