Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Integration and Evaluation of Quantum Accelerators for Data-Driven User
  Functions   Quantum computers hold great promise for accelerating computationally
challenging algorithms on noisy intermediate-scale quantum (NISQ) devices in
the upcoming years. Much attention of the current research is directed to
algorithmic research on artificial data that is disconnected from live systems,
such as optimization of systems or training of learning algorithms. In this
paper we investigate the integration of quantum systems into industry-grade
system architectures. In this work we propose a system architecture for the
integration of quantum accelerators. In order to evaluate our proposed system
architecture we implemented various algorithms including a classical system, a
gate-based quantum accelerator and a quantum annealer. This algorithm automates
user habits using data-driven functions trained on real-world data. This also
includes an evaluation of the quantum enhanced kernel, that previously was only
evaluated on artificial data. In our evaluation, we showed that the
quantum-enhanced kernel performs at least equally well to a classical
state-of-the-art kernel. We also showed a low reduction in accuracy and latency
numbers within acceptable bounds when running on the gate-based IBM quantum
accelerator. We, therefore, conclude it is feasible to integrate NISQ-era
devices in industry-grade system architecture in preparation for future
hardware improvements.

12
The categories of this paper are: nucl-th
21
The categories of this paper are: adap-org
10
The categories of this paper are: q-bio
24
The categories of this paper are: dg-ga
4
The categories of this paper are: cond-mat
18
The categories of this paper are: econ
23
The categories of this paper are: solv-int
11
The categories of this paper are: hep-lat
17
The categories of this paper are: q-fin
15
The categories of this paper are: nucl-ex
27
The categories of this paper are: comp-gas
3
The categories of this paper are: physics
30
The categories of this paper are: q-alg
2
The categories of this paper are: math
22
The categories of this paper are: chao-dyn
31
The categories of this paper are: ao-sci