arXiv AI By Atreya Vedantam, Nataraj Das, Chandrashekar Lakshminarayanan

On the Dynamics of Delayed Generalization in Linear Models

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arXiv Machine Learning
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The Dynamics of Generalization in Deep Learning

arXiv:2504.16450v4 Announce Type: replace Abstract: We derive a differential equation that governs the evolution of the generalization gap when a model is trained by gradient descent-based methods. T...

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arXiv Statistics ML
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Early learning in large residual networks

arXiv:2610.31783v1 Announce Type: new Abstract: We study the early training dynamics of nonlinear residual networks with blocks of zero hidden layers as a model of more general residual networks. We...

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