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Neural Network Symmetrisation in Concrete Settings

Machine Learning 2024-12-13 v1

Abstract

Cornish (2024) recently gave a general theory of neural network symmetrisation in the abstract context of Markov categories. We give a high-level overview of these results, and their concrete implications for the symmetrisation of deterministic functions and of Markov kernels.

Cite

@article{arxiv.2412.09469,
  title  = {Neural Network Symmetrisation in Concrete Settings},
  author = {Rob Cornish},
  journal= {arXiv preprint arXiv:2412.09469},
  year   = {2024}
}
R2 v1 2026-06-28T20:32:46.824Z