margin theory

Improving Generalization of Deep Neural Networks by Leveraging Margin Distributions
This paper presents a margin-based generalization bound for deep neural networks.
Shen-Huan Lyu, Lu Wang, Zhi-Hua Zhou
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Margin Distribution Neural Networks
This is a talk related to the paper “Improving Generalization of Deep Neural Networks by Leveraging Margin Distributions”.
Jun 1, 2022 1:00 PM — 3:00 PM Huawei Noah's Ark Lab, Online
Lyu Shen-Huan
Margin Distribution Neural Networks
A Refined Margin Distribution Analysis for Forest Representation Learning
This paper presents a margin-based theory for deep forests.
Shen-Huan Lyu, Liang Yang, Zhi-Hua Zhou
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Margin Distribution Deep Forest
This is a talk related to the paper “A Refined Margin Distribution Analysis for Forest Representation Learning”.
Dec 8, 2019 1:00 PM — 3:00 PM Vancouver Convention Center
Lyu Shen-Huan
Margin Distribution Deep Forest