research
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09/13/2021
Low-Shot Validation: Active Importance Sampling for Estimating Classifier Performance on Rare Categories
For machine learning models trained with limited labeled training data, ...
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07/01/2021
Mandoline: Model Evaluation under Distribution Shift
Machine learning models are often deployed in different settings than th...
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08/28/2020
Background Splitting: Finding Rare Classes in a Sea of Background
We focus on the real-world problem of training accurate deep models for ...
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06/26/2020