Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Spatio-Temporal Activation Function To Map Complex Dynamical Systems   Most of the real world is governed by complex and chaotic dynamical systems.
All of these dynamical systems pose a challenge in modelling them using neural
networks. Currently, reservoir computing, which is a subset of recurrent neural
networks, is actively used to simulate complex dynamical systems. In this work,
a two dimensional activation function is proposed which includes an additional
temporal term to impart dynamic behaviour on its output. The inclusion of a
temporal term alters the fundamental nature of an activation function, it
provides capability to capture the complex dynamics of time series data without
relying on recurrent neural networks.

22
The categories of this paper are: chao-dyn
6
The categories of this paper are: astro-ph
4
The categories of this paper are: cond-mat
12
The categories of this paper are: nucl-th
7
The categories of this paper are: hep-th
5
The categories of this paper are: gr-qc
21
The categories of this paper are: adap-org
19
The categories of this paper are: eess
2
The categories of this paper are: math
37
The categories of this paper are: supr-con
16
The categories of this paper are: stat
11
The categories of this paper are: hep-lat
15
The categories of this paper are: nucl-ex
30
The categories of this paper are: q-alg
8
The categories of this paper are: hep-ex
0
The categories of this paper are: hep-ph