The optimization landscape of hybrid quantum–classical algorithms: From quantum control to NISQ applications
This review investigates the landscapes of hybrid quantum–classical optimization algorithms
that are prevalent in many rapidly developing quantum technologies, where the objective …
that are prevalent in many rapidly developing quantum technologies, where the objective …
Optimization landscape of quantum control systems
Optimization is ubiquitous in the control of quantum dynamics in atomic, molecular, and
optical systems. The ease or difficulty of finding control solutions, which is practically crucial …
optical systems. The ease or difficulty of finding control solutions, which is practically crucial …
End-to-end quantum machine learning implemented with controlled quantum dynamics
To achieve quantum machine learning on imperfect noisy intermediate-scale quantum
(NISQ) processors, the entire physical implementation should include as few as possible …
(NISQ) processors, the entire physical implementation should include as few as possible …
Quantum control with quantum light of molecular nonadiabaticity
Coherent control experiments in molecules are often done with shaped laser fields. The
electric field is described classically and control over the time evolution of the system is …
electric field is described classically and control over the time evolution of the system is …
Common foundations of optimal control across the sciences: evidence of a free lunch
A common goal in the sciences is optimization of an objective function by selecting control
variables such that a desired outcome is achieved. This scenario can be expressed in terms …
variables such that a desired outcome is achieved. This scenario can be expressed in terms …
Quantized fields for optimal control in the strong coupling regime
We tailor the quantum statistics of a bosonic field to deterministically drive a quantum system
into a target state. Experimentally accessible states of the field achieve good control of …
into a target state. Experimentally accessible states of the field achieve good control of …
Information flow and error scaling for fully quantum control
The optimally designed control of quantum systems is playing an increasingly important role
to engineer novel and more efficient quantum technologies. Here, in the scenario …
to engineer novel and more efficient quantum technologies. Here, in the scenario …