Branch and bound for piecewise linear neural network verification

The success of Deep Learning and its potential use in many safety-critical applications has motivated research on formal verification of Neural Network (NN) models. In this context, verification involves proving or disproving that an NN model satisfies certain input-output properties. Despite the re...

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Bibliographic Details
Main Authors: Bunel, R, Mudigonda, P, Turkaslan, I, Torr, P, Lu, J, Kohli, P
Format: Journal article
Language:English
Published: Journal of Machine Learning Research 2020