Neural Network Field Theory at Finite Width

Christian Ferko; Aaron Mutchler

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arXiv · 2608.21588

Neural Network Field Theory at Finite Width

Christian Ferko·Aaron Mutchler

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Abstract

Under mild assumptions, any quantum mechanical (QM) model or quantum field theory (QFT) admits a representation in terms of an ensemble of neural networks with countably many random parameters. We investigate the features of NN-QM and NN-FT models with finitely many parameters, such as a feedforward network of width $N < \infty$. We find that, generically, such models must violate one of the properties of conventional Euclidean QFTs, such as reflection positivity or cluster decomposition. We present several complementary ways of understanding which features can and cannot be preserved at finite $N$, both in QM and in QFT.

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hep-th cond-mat.dis-nn cs.LG

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Christian Ferko, Aaron Mutchler. 2026-08-21. Neural Network Field Theory at Finite Width. https://arxiv.org/abs/2608.21588

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