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07/15/2023
Graph Automorphism Group Equivariant Neural Networks
For any graph G having n vertices and its automorphism group Aut(G), we ...
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04/27/2023
An Algorithm for Computing with Brauer's Group Equivariant Neural Network Layers
The learnable, linear neural network layers between tensor power spaces ...
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04/27/2023
Categorification of Group Equivariant Neural Networks
We present a novel application of category theory for deep learning. We ...
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01/24/2023
How Jellyfish Characterise Alternating Group Equivariant Neural Networks
We provide a full characterisation of all of the possible alternating gr...
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12/16/2022
Connecting Permutation Equivariant Neural Networks and Partition Diagrams
We show how the Schur-Weyl duality that exists between the partition alg...
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12/16/2022
Brauer's Group Equivariant Neural Networks
We provide a full characterisation of all of the possible group equivari...
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04/22/2022