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Weicheng Lin

2 accepted papers

2025

Learning Curves of Stochastic Gradient Descent in Kernel Regression

ICML 2025poster

This paper considers a canonical problem in kernel regression: how good are the model performances when it is trained by the popular online first-order algorithms, compared to the offline ones, such as ridge and ridgeless regression? In this paper, we analyze the foundational single-pass Stochastic…

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