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Feb, 2024
单层图卷积网络的渐近泛化误差
Asymptotic generalization error of a single-layer graph convolutional network
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O. Duranthon, L. Zdeborová
TL;DR
通过分析单层图卷积网络在属性随机块模型和神经先验块模型上的训练性能，我们研究了图卷积网络的收敛速率以及其达到的最优贝叶斯速率。
Abstract
While
graph convolutional networks
show great practical promises, the theoretical understanding of their
generalization properties
as a function of the number of samples is still in its infancy compared to the mo
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