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01/27/2023
EmbedDistill: A Geometric Knowledge Distillation for Information Retrieval
Large neural models (such as Transformers) achieve state-of-the-art perf...
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09/19/2022
Exponential Family Trend Filtering on Lattices
Trend filtering is a modern approach to nonparametric regression that is...
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12/29/2021
Multivariate Trend Filtering for Lattice Data
We study a multivariate version of trend filtering, called Kronecker tre...
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03/24/2019
A Higher-Order Kolmogorov-Smirnov Test
We present an extension of the Kolmogorov-Smirnov (KS) two-sample test, ...
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02/16/2017
Additive Models with Trend Filtering
We consider additive models built with trend filtering, i.e., additive m...
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05/26/2016
Total Variation Classes Beyond 1d: Minimax Rates, and the Limitations of Linear Smoothers
We consider the problem of estimating a function defined over n location...
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09/22/2014