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12/20/2021
Learning for Robust Combinatorial Optimization: Algorithm and Application
Learning to optimize (L2O) has recently emerged as a promising approach ...
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07/03/2020
Increasing Trustworthiness of Deep Neural Networks via Accuracy Monitoring
Inference accuracy of deep neural networks (DNNs) is a crucial performan...
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06/16/2020
Calibrating Deep Neural Network Classifiers on Out-of-Distribution Datasets
To increase the trustworthiness of deep neural network (DNN) classifiers...
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01/18/2020