Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Evolving spiking neuron cellular automata and networks to emulate in
  vitro neuronal activity   Neuro-inspired models and systems have great potential for applications in
unconventional computing. Often, the mechanisms of biological neurons are
modeled or mimicked in simulated or physical systems in an attempt to harness
some of the computational power of the brain. However, the biological
mechanisms at play in neural systems are complicated and challenging to capture
and engineer; thus, it can be simpler to turn to a data-driven approach to
transfer features of neural behavior to artificial substrates. In the present
study, we used an evolutionary algorithm (EA) to produce spiking neural systems
that emulate the patterns of behavior of biological neurons in vitro. The aim
of this approach was to develop a method of producing models capable of
exhibiting complex behavior that may be suitable for use as computational
substrates. Our models were able to produce a level of network-wide synchrony
and showed a range of behaviors depending on the target data used for their
evolution, which was from a range of neuronal culture densities and maturities.
The genomes of the top-performing models indicate the excitability and density
of connections in the model play an important role in determining the
complexity of the produced activity.

26
The categories of this paper are: bayes-an
6
The categories of this paper are: astro-ph
15
The categories of this paper are: nucl-ex
23
The categories of this paper are: solv-int
32
The categories of this paper are: atom-ph
35
The categories of this paper are: mtrl-th
24
The categories of this paper are: dg-ga
0
The categories of this paper are: hep-ph
34
The categories of this paper are: chem-ph
9
The categories of this paper are: nlin
31
The categories of this paper are: ao-sci
14
The categories of this paper are: math-ph
12
The categories of this paper are: nucl-th
20
The categories of this paper are: acc-phys
8
The categories of this paper are: hep-ex
17
The categories of this paper are: q-fin