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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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