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May, 2021
使用Weisfeiler-Leman算法进行图机器学习的实力
The Power of the Weisfeiler-Leman Algorithm for Machine Learning with Graphs
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Christopher Morris, Matthias Fey, Nils M. Kriege
TL;DR
本文全面概述了基于Weisfeiler-Leman算法的机器学习及其在监督学习、图和节点分类、神经架构连接等方面的应用及未来方向。
Abstract
In recent years, algorithms and
neural architectures
based on the
weisfeiler-leman algorithm
, a well-known heuristic for the graph isomorphism problem, emerged as a powerful tool for (supervised) machine learning
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