Fitness landscape analysis of convolutional neural network architectures for image classification

Nuno M. Rodrigues,Katherine M. Malan,Gabriela Ochoa,Leonardo Vanneschi,Sara Silva

Information Sciences（2022）

引用 8|浏览17

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摘要

•Novel application of local optima network analysis to neural architecture landscapes.•Findings on a reduced search space were found to still hold on a larger search space.•Neural architecture search landscapes have relatively few local optima.

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关键词

Neural architecture search,Convolutional neural networks,Fitness distance correlation,Local optima networks,Loss landscapes

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