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12/01/2022
Uniform versus uncertainty sampling: When being active is less efficient than staying passive
It is widely believed that given the same labeling budget, active learni...
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08/05/2021
Interpolation can hurt robust generalization even when there is no noise
Numerous recent works show that overparameterization implicitly reduces ...
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12/10/2020
Learn what you can't learn: Regularized Ensembles for Transductive Out-of-distribution Detection
Machine learning models are often used in practice if they achieve good ...
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10/15/2018