Phase diagram of quantum generalized Potts-Hopfield neural networks
We introduce and analyze an open quantum generalization of the q-state Potts-Hopfield neural network (NN), which is an associative memory model based on multi-level classical spins. The dynamics of this many-body system is formulated in terms of a Markovian master equation of Lindblad type, which al...
Main Authors: | Eliana Fiorelli, Igor Lesanovsky, Markus Müller |
---|---|
Format: | Article |
Language: | English |
Published: |
IOP Publishing
2022-01-01
|
Series: | New Journal of Physics |
Subjects: | |
Online Access: | https://doi.org/10.1088/1367-2630/ac5490 |
Similar Items
-
Mean-field dynamics of open quantum systems with collective operator-valued rates: validity and application
by: Eliana Fiorelli, et al.
Published: (2023-01-01) -
Dissipative quantum many-body dynamics in (1+1)D quantum cellular automata and quantum neural networks
by: Mario Boneberg, et al.
Published: (2023-01-01) -
Numerical simulation of critical dissipative non-equilibrium quantum systems with an absorbing state
by: Edward Gillman, et al.
Published: (2019-01-01) -
Applications of neural networks to the simulation of dynamics of open quantum systems
by: Bandyopadhyay, Sayantan, et al.
Published: (2020) -
Digital quantum simulation framework for energy transport in an open quantum system
by: Pragati Gupta, et al.
Published: (2020-01-01)