Using Quantifier Elimination to Enhance the Safety Assurance of Deep Neural Networks

18 Sep 2019Hao RenSai Krishnan ChandrasekarAnitha Murugesan

Advances in the field of Machine Learning and Deep Neural Networks (DNNs) has enabled rapid development of sophisticated and autonomous systems. However, the inherent complexity to rigorously assure the safe operation of such systems hinders their real-world adoption in safety-critical domains such as aerospace and medical devices... (read more)

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