BriefGPT.xyz
Jun, 2021
通过分解过度风险动态实现对泛化的理解
Towards Understanding Generalization via Decomposing Excess Risk Dynamics
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Jiaye Teng, Jianhao Ma, Yang Yuan
TL;DR
本文提出了一种新的分解框架,通过对噪声和信号的更细粒度分析,改进稳定性边界,以解释深度学习中的惊人概括。
Abstract
generalization
is one of the critical issues in
machine learning
. However, traditional methods like uniform convergence are not powerful enough to fully explain
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