Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: A Hybrid System for Learning Classical Data in Quantum States   Deep neural network powered artificial intelligence has rapidly changed our
daily life with various applications. However, as one of the essential steps of
deep neural networks, training a heavily weighted network requires a tremendous
amount of computing resources. Especially in the post-Moore's Law era, the
limit of semiconductor fabrication technology has restricted the development of
learning algorithms to cope with the increasing high-intensity training data.
Meanwhile, quantum computing has demonstrated its significant potential in
terms of speeding up the traditionally compute-intensive workloads. For
example, Google illustrated quantum supremacy by completing a sampling
calculation task in 200 seconds, which is otherwise impracticable on the
world's largest supercomputers. To this end, quantum-based learning has become
an area of interest, with the potential of a quantum speedup. In this paper, we
propose GenQu, a hybrid and general-purpose quantum framework for learning
classical data through quantum states. We evaluate GenQu with real datasets and
conduct experiments on both simulations and real quantum computer IBM-Q. Our
evaluation demonstrates that, compared with classical solutions, the proposed
models running on GenQu framework achieve similar accuracy with a much smaller
number of qubits, while significantly reducing the parameter size by up to
95.86% and converging speedup by 33.33% faster.

8
The categories of this paper are: hep-ex
26
The categories of this paper are: bayes-an
3
The categories of this paper are: physics
32
The categories of this paper are: atom-ph
19
The categories of this paper are: eess
36
The categories of this paper are: cmp-lg
6
The categories of this paper are: astro-ph
17
The categories of this paper are: q-fin
11
The categories of this paper are: hep-lat
10
The categories of this paper are: q-bio
14
The categories of this paper are: math-ph
34
The categories of this paper are: chem-ph
24
The categories of this paper are: dg-ga
22
The categories of this paper are: chao-dyn
33
The categories of this paper are: plasm-ph
16
The categories of this paper are: stat