Abstract:The advance of deep learning makes it possible to empower safety-critical systems with intelligent capabilities. However, its intelligent component, i.e., deep neural network, is difficult to formally verify due to the large scale and intrinsic complexity of the verification problem. Abstraction has been proved to be an effective way of improving the scalability. A challenging problem in abstraction is that it is difficult to achieve a balance between the size reduced and output overestimation caused by abstra… Show more
Set email alert for when this publication receives citations?
scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.