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20232025
most citedThe High Line: Exact Risk and Learning Rate Curves of Stochastic Adaptive Learning Rate Algorithms

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stat.ML2025

Exact Dynamics of Multi-class Stochastic Gradient Descent

Elizabeth Collins-Woodfin, Inbar Seroussi

We develop a framework for analyzing the learning dynamics of high-dimensional problems trained using one-pass stochastic gradient descent (SGD) with data from multiple anisotropic…