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In this paper we propose a method to construct a selective classifier given a trained neural network Selective classification for deep neural networks.

Our method allows a user to set a desired risk level We consider the problem of selective prediction (also known as reject option) in deep neural networks, and introduce selectivenet, a deep neural architecture with an integrated reject option. At test time, the classifier rejects instances as needed, to grant the desired risk (with high probability).

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At test time, the classifier.

A deep neural network with an integrated reject option international conference on machine learning (icml 2019)

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