Understanding Sharpness Dynamics in NN Training with a Minimalist Example: The Effects of Dataset Difficulty, Depth, Stochasticity, and More

Geonhui Yoo; Minhak Song; Chulhee Yun

2025 ICML ICML 2025

Understanding Sharpness Dynamics in NN Training with a Minimalist Example: The Effects of Dataset Difficulty, Depth, Stochasticity, and More

Abstract

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Authors

Geonhui Yoo, Minhak Song, Chulhee Yun

Topics

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

Keywords

linear network network depth dataset difficulty progressive sharpening stochasticity sharpness

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