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Mar, 2021
Autobahn: 基于自同构的图神经网络
Autobahn: Automorphism-based Graph Neural Nets
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Erik Henning Thiede, Wenda Zhou, Risi Kondor
TL;DR
本文介绍了自同构基于的图神经网络（Autobahn），其将图分解为子图并应用局部卷积处理，使每个子图的自同构群等变。我们验证了我们的方法并将其应用于分子图，其结果与现有算法竞争有力。
Abstract
We introduce
automorphism-based graph neural networks
(Autobahn), a new family of graph neural networks. In an Autobahn, we decompose the graph into a collection of
subgraphs
and applying
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