On the unreasonable effectiveness of feature propagation in learning on graphs with missing node features

On the unreasonable effectiveness of feature propagation in learning on graphs with missing node features

While Graph Neural Networks (GNNs) have recently become the de facto standard for modeling relational data, they impose a strong assumption on the availability of the node or edge features of the graph. In many real-world applications, however, features are only partially available; for example, in...

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Bibliografiske detaljer
Main Authors:	Rossi, E, Kenlay, H, Gorinova, MI, Chamberlain, BP, Dong, X, Bronstein, M
Format:	Conference item
Sprog:	English
Udgivet:	Proceedings of Machine Learning Research 2022

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