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Quantum Algorithms

Associative Memory for Quantum Entangled States

arXiv
Authors: Qiyuan Hu, Kartiek Agarwal, Ivar Martin

Year

2026

Paper ID

78547

Status

Preprint

Abstract Read

~2 min

Abstract Words

89

Citations

N/A

Abstract

We generalize the canonical Hopfield model of associative memory, which stores classical states of individual spins, to store entangled quantum states. The construction is based on truncated projector-sum Hamiltonian, and we explicitly consider a special case that stores dimer singlet coverings of a spin-1/2 system. We analyze the stability of the stored memories and find that the capacity - the number of stable patterns - scales faster with the system size than one would expect from a naive analogy with the standard Hopfield model, suggesting a possible quantum advantage.

Why This Paper Matters

  • It adds a 2026 reference point for readers tracking recent quantum research.
  • We generalize the canonical Hopfield model of associative memory, which stores classical states of individual spins, to store entangled quantum states.

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