Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Improved Explainability of Capsule Networks: Relevance Path by Agreement   Recent advancements in signal processing and machine learning domains have
resulted in an extensive surge of interest in deep learning models due to their
unprecedented performance and high accuracy for different and challenging
problems of significant engineering importance. However, when such deep
learning architectures are utilized for making critical decisions such as the
ones that involve human lives (e.g., in medical applications), it is of
paramount importance to understand, trust, and in one word "explain" the
rational behind deep models' decisions. Currently, deep learning models are
typically considered as black-box systems, which do not provide any clue on
their internal processing actions. Although some recent efforts have been
initiated to explain behavior and decisions of deep networks, explainable
artificial intelligence (XAI) domain is still in its infancy. In this regard,
we consider capsule networks (referred to as CapsNets), which are novel deep
structures; recently proposed as an alternative counterpart to convolutional
neural networks (CNNs), and posed to change the future of machine intelligence.
In this paper, we investigate and analyze structures and behaviors of the
CapsNets and illustrate potential explainability properties of such networks.
Furthermore, we show possibility of transforming deep learning architectures in
to transparent networks via incorporation of capsules in different layers
instead of convolution layers of the CNNs.

16
The categories of this paper are: stat
33
The categories of this paper are: plasm-ph
2
The categories of this paper are: math
36
The categories of this paper are: cmp-lg
10
The categories of this paper are: q-bio
11
The categories of this paper are: hep-lat
0
The categories of this paper are: hep-ph
26
The categories of this paper are: bayes-an
28
The categories of this paper are: alg-geom
5
The categories of this paper are: gr-qc
17
The categories of this paper are: q-fin
23
The categories of this paper are: solv-int
4
The categories of this paper are: cond-mat
8
The categories of this paper are: hep-ex
34
The categories of this paper are: chem-ph
19
The categories of this paper are: eess