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05/26/2023
Generalization Error without Independence: Denoising, Linear Regression, and Transfer Learning
Studying the generalization abilities of linear models with real data is...
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05/24/2023
Supermodular Rank: Set Function Decomposition and Optimization
We define the supermodular rank of a function on a lattice. This is the ...
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06/17/2022
ICLR 2022 Challenge for Computational Geometry and Topology: Design and Results
This paper presents the computational challenge on differential geometry...
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10/21/2021
How can classical multidimensional scaling go wrong?
Given a matrix D describing the pairwise dissimilarities of a data set, ...
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10/10/2021
An Analysis of COVID-19 Knowledge Graph Construction and Applications
The construction and application of knowledge graphs have seen a rapid i...
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12/05/2020
Dual Regularized Optimal Transport
In this paper, we present a new formulation of unbalanced optimal transp...
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05/08/2020
Project and Forget: Solving Large-Scale Metric Constrained Problems
Given a set of dissimilarity measurements amongst data points, determini...
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05/08/2020
Tree! I am no Tree! I am a Low Dimensional Hyperbolic Embedding
Given data, finding a faithful low-dimensional hyperbolic embedding of t...
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07/19/2018
Generalized Metric Repair on Graphs
Many modern data analysis algorithms either assume that or are considera...
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07/19/2018