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03/09/2023
TANGOS: Regularizing Tabular Neural Networks through Gradient Orthogonalization and Specialization
Despite their success with unstructured data, deep neural networks are n...
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02/23/2023
Improving Adaptive Conformal Prediction Using Self-Supervised Learning
Conformal prediction is a powerful distribution-free tool for uncertaint...
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01/26/2023
Joint Training of Deep Ensembles Fails Due to Learner Collusion
Ensembles of machine learning models have been well established as a pow...
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10/06/2021