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10/19/2022
Distribution Shift Detection for Deep Neural Networks
To deploy and operate deep neural models in production, the quality of t...
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01/26/2019
SelectiveNet: A Deep Neural Network with an Integrated Reject Option
We consider the problem of selective prediction (also known as reject op...
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11/19/2018
Deep Active Learning with a Neural Architecture Search
We consider active learning of deep neural networks. Most active learnin...
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05/21/2018
Boosting Uncertainty Estimation for Deep Neural Classifiers
We consider the problem of uncertainty estimation in the context of (non...
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05/23/2017