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Quantum error correction with quantum autoencoders
Active quantum error correction is a central ingredient to achieve robust quantum
processors. In this paper we investigate the potential of quantum machine learning for …
processors. In this paper we investigate the potential of quantum machine learning for …
Accelerating the approach of dissipative quantum spin systems towards stationarity through global spin rotations
We consider open quantum systems whose dynamics is governed by a time-independent
Markovian Lindblad master equation. Such systems approach their stationary state on a …
Markovian Lindblad master equation. Such systems approach their stationary state on a …
Mean-field dynamics of open quantum systems with collective operator-valued rates: validity and application
We consider a class of open quantum many-body Lindblad dynamics characterized by an all-
to-all coupling Hamiltonian and by dissipation featuring collective'state-dependent'rates. The …
to-all coupling Hamiltonian and by dissipation featuring collective'state-dependent'rates. The …
Quantum memories for squeezed and coherent superpositions in a driven-dissipative nonlinear oscillator
Quantum oscillators with nonlinear driving and dissipative terms have gained significant
attention due to their ability to stabilize cat states for universal quantum computation …
attention due to their ability to stabilize cat states for universal quantum computation …
Neural networks with quantum states of light
Quantum optical networks are instrumental in addressing the fundamental questions and
enable applications ranging from communication to computation and, more recently …
enable applications ranging from communication to computation and, more recently …
Optimal storage capacity of quantum Hopfield neural networks
Quantum neural networks form one pillar of the emergent field of quantum machine learning.
Here quantum generalizations of classical networks realizing associative memories …
Here quantum generalizations of classical networks realizing associative memories …
Symmetry breaking and non-ergodicity in a driven-dissipative ensemble of multilevel atoms in a cavity
Dissipative light-matter systems can display emergent collective behavior. Here, we report a
Z 2-symmetry-breaking phase transition in a system of multilevel Rb 87 atoms strongly …
Z 2-symmetry-breaking phase transition in a system of multilevel Rb 87 atoms strongly …
Benchmarking Hebbian learning rules for associative memory
Associative memory or content addressable memory is an important component function in
computer science and information processing and is a key concept in cognitive and …
computer science and information processing and is a key concept in cognitive and …
Dissipative quantum many-body dynamics in (1+ 1) D quantum cellular automata and quantum neural networks
Classical artificial neural networks, built from elementary units, possess enormous
expressive power. Here we investigate a quantum neural network (QNN) architecture, which …
expressive power. Here we investigate a quantum neural network (QNN) architecture, which …
Dissipative quantum Hopfield network: a numerical analysis
We present extensive simulations of a quantum version of the Hopfield neural network to
explore its emergent behavior. The system is a network of N qubits oscillating at a given Ω …
explore its emergent behavior. The system is a network of N qubits oscillating at a given Ω …