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20132026
most citedWhat functions can Graph Neural Networks compute on random graphs? The role of Positional Encoding

7 citations · 13 across the 25 of their papers we have counts for

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Showing 2019Show all

2 papers · 1 filter

math.OC2019

Linear Support Vector Regression with Linear Constraints

Quentin Klopfenstein, Samuel Vaiter

This paper studies the addition of linear constraints to the Support Vector Regression (SVR) when the kernel is linear. Adding those constraints into the problem allows to add prio…

math.OC2019

Refitting solutions promoted by sparse analysis regularization with block penalties

Charles-Alban Deledalle, Nicolas Papadakis, Joseph Salmon +1

In inverse problems, the use of an analysis regularizer induces a bias in the estimated solution. We propose a general refitting framework for removing this artifact wh…