Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Neuromorphic scaling advantages for energy-efficient random walk
  computation   Computing stands to be radically improved by neuromorphic computing (NMC)
approaches inspired by the brain's incredible efficiency and capabilities. Most
NMC research, which aims to replicate the brain's computational structure and
architecture in man-made hardware, has focused on artificial intelligence;
however, less explored is whether this brain-inspired hardware can provide
value beyond cognitive tasks. We demonstrate that high-degree parallelism and
configurability of spiking neuromorphic architectures makes them well-suited to
implement random walks via discrete time Markov chains. Such random walks are
useful in Monte Carlo methods, which represent a fundamental computational tool
for solving a wide range of numerical computing tasks. Additionally, we show
how the mathematical basis for a probabilistic solution involving a class of
stochastic differential equations can leverage those simulations to provide
solutions for a range of broadly applicable computational tasks. Despite being
in an early development stage, we find that NMC platforms, at a sufficient
scale, can drastically reduce the energy demands of high-performance computing
(HPC) platforms.

12
The categories of this paper are: nucl-th
17
The categories of this paper are: q-fin
37
The categories of this paper are: supr-con
18
The categories of this paper are: econ
14
The categories of this paper are: math-ph
32
The categories of this paper are: atom-ph
36
The categories of this paper are: cmp-lg
22
The categories of this paper are: chao-dyn
34
The categories of this paper are: chem-ph
4
The categories of this paper are: cond-mat
21
The categories of this paper are: adap-org
26
The categories of this paper are: bayes-an
25
The categories of this paper are: patt-sol
20
The categories of this paper are: acc-phys
10
The categories of this paper are: q-bio
23
The categories of this paper are: solv-int