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Eric Johnston

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#graph neural networks Open access Oct 2026

From Faraday and Maxwell to Neural Cycle Topology: The Operations of a Coupled Conductive-Loop Lattice

We derive the governing equation of neural cycle topology (NCT) computing from Maxwell’s equations and set what follows from it against measurements of a 362-cavity lattice read by a pickup on every cavity. In the magnetoquasistatic limit, charge conservation confines the conductor currents to the cycle space of the ne...

Eric Johnston · 0 citations

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