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Nov, 2021
使用图模块性理解DNN的动态
Graph Modularity: Towards Understanding the Cross-Layer Transition of Feature Representations in Deep Neural Networks
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Yao Lu, Wen Yang, Yunzhe Zhang, Jinhuan Wang, Shengbo Gong...
TL;DR
本篇论文探讨深度神经网络的特征表示,并通过动态图的社区演化来量化并优化网络架构,探索神经网络架构的冗余层并提出层修剪方案。
Abstract
There are good arguments to support the claim that
feature representations
eventually transition from general to specific in
deep neural networks
(DNNs), but this transition remains relatively underexplored. In t
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