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eess.SY2020★ 1 cited
NNV: The Neural Network Verification Tool for Deep Neural Networks and Learning-Enabled Cyber-Physical Systems
Hoang-Dung Tran, Xiaodong Yang, Diego Manzanas Lopez +5
This paper presents the Neural Network Verification (NNV) software tool, a set-based verification framework for deep neural networks (DNNs) and learning-enabled cyber-physical syst…
eess.SY2018
Reachable Set Estimation and Verification for Neural Network Models of Nonlinear Dynamic Systems
Weiming Xiang, Diego Manzanas Lopez, Patrick Musau +1
Neural networks have been widely used to solve complex real-world problems. Due to the complicate, nonlinear, non-convex nature of neural networks, formal safety guarantees for the…