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Giulio Biroli

LPENS

A Differentiable Rank-Based Objective For Better Feature Learning

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Feb 13, 2025
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Understanding Classifier-Free Guidance: High-Dimensional Theory and Non-Linear Generalizations

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Feb 11, 2025
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Optimizing Noise Schedules of Generative Models in High Dimensionss

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Jan 02, 2025
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Kernel Density Estimators in Large Dimensions

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Aug 11, 2024
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Cascade of phase transitions in the training of Energy-based models

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May 23, 2024
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From Zero to Hero: How local curvature at artless initial conditions leads away from bad minima

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Mar 04, 2024
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Dynamical Regimes of Diffusion Models

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Feb 28, 2024
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On the Impact of Overparameterization on the Training of a Shallow Neural Network in High Dimensions

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Nov 07, 2023
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Wavelet Conditional Renormalization Group

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Jul 11, 2022
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Optimal learning rate schedules in high-dimensional non-convex optimization problems

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Feb 09, 2022
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