On Convergence of Incremental Gradient for Non-convex Smooth Functions

Anastasia Koloskova; Nikita Doikov; Sebastian U Stich; Martin Jaggi

2024 ICML ICML 2024

On Convergence of Incremental Gradient for Non-convex Smooth Functions

Abstract

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Authors

Anastasia Koloskova, Nikita Doikov, Sebastian U Stich, Martin Jaggi

Topics

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

Keywords

incremental gradient convergence guarantee accuracy epsilon non-convex smooth functions random reshuffle sgd single shuffle sgd

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