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Stefano Vigogna

Fractal and Regular Geometry of Deep Neural Networks

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Apr 08, 2025
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A Lipschitz spaces view of infinitely wide shallow neural networks

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Oct 18, 2024
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Spectral complexity of deep neural networks

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May 15, 2024
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Neural reproducing kernel Banach spaces and representer theorems for deep networks

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Mar 13, 2024
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A Quantitative Functional Central Limit Theorem for Shallow Neural Networks

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Jul 05, 2023
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How many samples are needed to leverage smoothness?

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May 25, 2023
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A Case of Exponential Convergence Rates for SVM

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May 20, 2022
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Multiclass learning with margin: exponential rates with no bias-variance trade-off

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Feb 03, 2022
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Understanding neural networks with reproducing kernel Banach spaces

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Sep 20, 2021
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ParK: Sound and Efficient Kernel Ridge Regression by Feature Space Partitions

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Jun 23, 2021
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