Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Quantum Computing for Artificial Intelligence Based Mobile Network
  Optimization   In this paper, we discuss how certain radio access network optimization
problems can be modelled using the concept of constraint satisfaction problems
in artificial intelligence, and solved at scale using a quantum computer. As a
case study, we discuss root sequence index (RSI) assignment problem - an
important LTE/NR physical random access channel configuration related
automation use-case. We formulate RSI assignment as quadratic unconstrained
binary optimization (QUBO) problem constructed using data ingested from a
commercial mobile network, and solve it using a cloud-based commercially
available quantum computing platform. Results show that quantum annealing
solver can successfully assign conflict-free RSIs. Comparison with well-known
heuristics reveals that some classic algorithms are even more effective in
terms of solution quality and computation time. The non-quantum advantage is
due to the fact that current implementation is a semi-quantum proof-of-concept
algorithm. Also, the results depend on the type of quantum computer used.
Nevertheless, the proposed framework is highly flexible and holds tremendous
potential for harnessing the power of quantum computing in mobile network
automation.

7
The categories of this paper are: hep-th
35
The categories of this paper are: mtrl-th
20
The categories of this paper are: acc-phys
15
The categories of this paper are: nucl-ex
24
The categories of this paper are: dg-ga
19
The categories of this paper are: eess
27
The categories of this paper are: comp-gas
30
The categories of this paper are: q-alg
4
The categories of this paper are: cond-mat
2
The categories of this paper are: math
11
The categories of this paper are: hep-lat
25
The categories of this paper are: patt-sol
12
The categories of this paper are: nucl-th
31
The categories of this paper are: ao-sci
33
The categories of this paper are: plasm-ph
34
The categories of this paper are: chem-ph