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12/16/2022
Generalization Bounds for Inductive Matrix Completion in Low-noise Settings
We study inductive matrix completion (matrix completion with side inform...
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04/02/2022
Beyond Smoothness: Incorporating Low-Rank Analysis into Nonparametric Density Estimation
The construction and theoretical analysis of the most popular universall...
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09/21/2021
Learning Interpretable Concept Groups in CNNs
We propose a novel training methodology – Concept Group Learning (CGL) –...
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05/31/2021
Fine-grained Generalization Analysis of Structured Output Prediction
In machine learning we often encounter structured output prediction prob...
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04/29/2021
Fine-grained Generalization Analysis of Vector-valued Learning
Many fundamental machine learning tasks can be formulated as a problem o...
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04/03/2020
Orthogonal Inductive Matrix Completion
We propose orthogonal inductive matrix completion (OMIC), an interpretab...
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05/29/2019
