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04/01/2020
Extreme Multi-label Classification from Aggregated Labels
Extreme multi-label classification (XMC) is the problem of finding the r...
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11/08/2019
Interaction Hard Thresholding: Consistent Sparse Quadratic Regression in Sub-quadratic Time and Space
Quadratic regression involves modeling the response as a (generalized) l...
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02/10/2019
Iterative Least Trimmed Squares for Mixed Linear Regression
Given a linear regression setting, Iterative Least Trimmed Squares (ILTS...
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10/28/2018
Iteratively Learning from the Best
We study a simple generic framework to address the issue of bad training...
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06/03/2018
Dense Information Flow for Neural Machine Translation
Recently, neural machine translation has achieved remarkable progress by...
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05/29/2018
High Dimensional Robust Sparse Regression
We provide a novel -- and to the best of our knowledge, the first -- alg...
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07/19/2017