Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Spiking Neural Networks and Online Learning: An Overview and
  Perspectives   Applications that generate huge amounts of data in the form of fast streams
are becoming increasingly prevalent, being therefore necessary to learn in an
online manner. These conditions usually impose memory and processing time
restrictions, and they often turn into evolving environments where a change may
affect the input data distribution. Such a change causes that predictive models
trained over these stream data become obsolete and do not adapt suitably to new
distributions. Specially in these non-stationary scenarios, there is a pressing
need for new algorithms that adapt to these changes as fast as possible, while
maintaining good performance scores. Unfortunately, most off-the-shelf
classification models need to be retrained if they are used in changing
environments, and fail to scale properly. Spiking Neural Networks have revealed
themselves as one of the most successful approaches to model the behavior and
learning potential of the brain, and exploit them to undertake practical online
learning tasks. Besides, some specific flavors of Spiking Neural Networks can
overcome the necessity of retraining after a drift occurs. This work intends to
merge both fields by serving as a comprehensive overview, motivating further
developments that embrace Spiking Neural Networks for online learning
scenarios, and being a friendly entry point for non-experts.

20
The categories of this paper are: acc-phys
0
The categories of this paper are: hep-ph
11
The categories of this paper are: hep-lat
12
The categories of this paper are: nucl-th
25
The categories of this paper are: patt-sol
37
The categories of this paper are: supr-con
14
The categories of this paper are: math-ph
23
The categories of this paper are: solv-int
8
The categories of this paper are: hep-ex
31
The categories of this paper are: ao-sci
10
The categories of this paper are: q-bio
29
The categories of this paper are: funct-an
28
The categories of this paper are: alg-geom
5
The categories of this paper are: gr-qc
4
The categories of this paper are: cond-mat
34
The categories of this paper are: chem-ph