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06/30/2023
The Implicit Bias of Minima Stability in Multivariate Shallow ReLU Networks
We study the type of solutions to which stochastic gradient descent conv...
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06/13/2023
Exact Mean Square Linear Stability Analysis for SGD
The dynamical stability of optimization methods at the vicinity of minim...
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03/20/2023
Discovering Interpretable Directions in the Semantic Latent Space of Diffusion Models
Denoising Diffusion Models (DDMs) have emerged as a strong competitor to...
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04/09/2020
Spectral Discovery of Jointly Smooth Features for Multimodal Data
In this paper, we propose a spectral method for deriving functions that ...
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02/11/2020
Unique Properties of Wide Minima in Deep Networks
It is well known that (stochastic) gradient descent has an implicit bias...
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04/13/2018