Quantum Hopfield networks with higher order interactions
ORAL
Abstract
Hopfield networks are models of Ising spins with long-range interactions which exhibit associative memory. They can be generalized to modern Hopfield networks with higher order interactions, which have a larger memory capacity scaling as higher powers of its system size. In this work, we consider a quantum generalization of modern Hopfield networks, by considering a system of qubits instead of Ising spins and allowing the patterns being retrieved to be general separable states of the qubits. We numerically analyze such models using computer simulations and compare their behavior with that of classical networks.
*This work was supported by the US Department of Energy, Office of Science, Basic Energy Sciences, Materials Sciences and Engineering Division.
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Presenters
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Sharba Bhattacharjee
- The University of Chicago