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Trapped Ion Quantum Computing

Pseudo quantum advantages in perceptron storage capacity

arXiv
Authors: Fabio Benatti, Masoud Gharahi, Giovanni Gramegna, Stefano Mancini, Vincenzo Parisi

Year

2025

Paper ID

17737

Status

Preprint

Abstract Read

~2 min

Abstract Words

94

Citations

N/A

Abstract

We investigate a generalized quantum perceptron architecture characterized by an oscillating activation function with a tunable frequency ranging from zero to infinity. Employing analytical techniques from statistical mechanics, we derive the optimal storage capacity and demonstrate that the classical result is recovered in the limit of vanishing frequency. As the frequency increases, however, the architecture exhibits enhanced quantum storage capabilities. Notably, this improvement stems solely from the specific form of the activation function and, in principle, could be emulated within a classical framework. Accordingly, we refer to this enhancement as a pseudo quantum advantage.

Why This Paper Matters

  • This paper contributes to the Trapped-Ion Quantum Computing research area in the Quantum Articles archive.
  • It adds a 2025 reference point for readers tracking recent quantum research.
  • We investigate a generalized quantum perceptron architecture characterized by an oscillating activation function with a tunable frequency ranging from zero to infinity.

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References & Citation Signals

[1] DOI https://doi.org/arXiv:2511.01028 [2] arXiv https://arxiv.org/abs/2511.01028 [3] Publisher https://arxiv.org/abs/2511.01028

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