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Interaction Representations Based Deep Forest Method in Multi-Label Learning

This paper presents an interaction-based representation method for multi-label deep forests.

Shen-Huan Lyu, Yi-He Chen, Yuan Jiang

A Region-Based Analysis for the Feature Concatenation in Deep Forests

This paper presents a region-based analysis for the feature concateantion in deep forests.

Shen-Huan Lyu, Yi-He Chen, Zhi-Hua Zhou

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