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05/17/2023
Optimality of Message-Passing Architectures for Sparse Graphs
We study the node classification problem on feature-decorated graphs in ...
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09/19/2022
Antisquares and Critical Exponents
The complement x̅ of a binary word x is obtained by changing each 0 in x...
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04/20/2022
Effects of Graph Convolutions in Deep Networks
Graph Convolutional Networks (GCNs) are one of the most popular architec...
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02/13/2021
Graph Convolution for Semi-Supervised Classification: Improved Linear Separability and Out-of-Distribution Generalization
Recently there has been increased interest in semi-supervised classifica...
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02/01/2019