Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: The role of delay-times in delay-based Photonic Reservoir Computing   Delay-based reservoir computing has gained a lot of attention due to the
relative simplicity with which this concept can be implemented in hardware.
However,there is still an misconception about the relationship between the
delay-time and the input clock-cycle which has noticeable consequences for the
performance. We review the existing literature on this subject and introduce
the concept of delay-based reservoir computing in a manner that demonstrates
that there is no predefined relationship between these two times-scales.
Further, we discuss ways to improve the computing performance of a reservoir
formed by delay-coupled oscillators and show the crucial impact of delay-time
tuning in those multi-delay systems.

26
The categories of this paper are: bayes-an
36
The categories of this paper are: cmp-lg
34
The categories of this paper are: chem-ph
12
The categories of this paper are: nucl-th
10
The categories of this paper are: q-bio
27
The categories of this paper are: comp-gas
24
The categories of this paper are: dg-ga
8
The categories of this paper are: hep-ex
25
The categories of this paper are: patt-sol
32
The categories of this paper are: atom-ph
23
The categories of this paper are: solv-int
5
The categories of this paper are: gr-qc
29
The categories of this paper are: funct-an
17
The categories of this paper are: q-fin
28
The categories of this paper are: alg-geom
11
The categories of this paper are: hep-lat