On The Concurrence of Layer-wise Preconditioning Methods and Provable Feature Learning

Thomas TCK Zhang; Behrad Moniri; Ansh Nagwekar; Faraz Rahman; Anton Xue; Hamed Hassani; Nikolai Matni

2025 ICML ICML 2025

On The Concurrence of Layer-wise Preconditioning Methods and Provable Feature Learning

Abstract

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Authors

Thomas TCK Zhang, Behrad Moniri, Ansh Nagwekar, Faraz Rahman, Anton Xue, Hamed Hassani, Nikolai Matni

Topics

Machine Learning > Optimization & Theory > Learning Theory Machine Learning > Optimization & Theory > Neural Network Optimization Deep Learning > Optimization & Theory > Optimization

Keywords

feature learning sgd preconditioners isotropic inputs layer-wise preconditioning well-conditioned settings

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