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06/01/2023
A Uniform Confidence Phenomenon in Deep Learning and its Implications for Calibration
Despite the impressive generalization capabilities of deep neural networ...
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02/24/2023
Hiding Data Helps: On the Benefits of Masking for Sparse Coding
Sparse coding refers to modeling a signal as sparse linear combinations ...
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10/24/2022
Provably Learning Diverse Features in Multi-View Data with Midpoint Mixup
Mixup is a data augmentation technique that relies on training using ran...
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10/14/2021