10 citations · 16 across the 6 of their papers we have counts for
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cs.LG2021
Subgraph Permutation Equivariant Networks
Joshua Mitton, Roderick Murray-Smith
In this work we develop a new method, named Sub-graph Permutation Equivariant Networks (SPEN), which provides a framework for building graph neural networks that operate on sub-gra…
cs.LG2021★ 10 cited
A Graph VAE and Graph Transformer Approach to Generating Molecular Graphs
Joshua Mitton, Hans M. Senn, Klaas Wynne +1
We propose a combination of a variational autoencoder and a transformer based model which fully utilises graph convolutional and graph pooling layers to operate directly on graphs.…