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Author

Brandon Robinson

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Review Open access Aug 2026

A tale of two compact bosons

Neural network field theory (NN-FT) defines a field theory by a network architecture together with a probability density on its latent variables. For compact theories the local Gaussian sector is only part of the story: one must also sum over discrete topological sectors. We review a mixed continuous/discrete latent-va...

Christian Ferko, Vishnu Jejjala, Brandon Robinson · 1 citation
#graph neural networks Preprint Aug 2026

Learning Topological Features of $\widehat Z$-invariants

This paper initiates a systematic approach to handling mathematical data structured as (truncated) infinite $q-series, or equivalently, infinite series of integers, and demonstrates that neural networks can reliably extract essential topological information, such as homology class and underlying graph structure, direct...

Brandon Robinson, Shimal Harichurn, Fabian Ruehle et al. · 0 citations

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