Author

Aaron Mutchler

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Preprint Aug 2026

Neural Network Field Theory at Finite Width

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...

Christian Ferko, Aaron Mutchler · 2 citations · ⚡1