Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Towards Axiomatic, Hierarchical, and Symbolic Explanation for Deep
  Models   This paper proposes a hierarchical and symbolic And-Or graph (AOG) to
objectively explain the internal logic encoded by a well-trained deep model for
inference. We first define the objectiveness of an explainer model in game
theory, and we develop a rigorous representation of the And-Or logic encoded by
the deep model. The objectiveness and trustworthiness of the AOG explainer are
both theoretically guaranteed and experimentally verified. Furthermore, we
propose several techniques to boost the conciseness of the explanation.

18
The categories of this paper are: econ
6
The categories of this paper are: astro-ph
4
The categories of this paper are: cond-mat
10
The categories of this paper are: q-bio
11
The categories of this paper are: hep-lat
7
The categories of this paper are: hep-th
14
The categories of this paper are: math-ph
21
The categories of this paper are: adap-org
35
The categories of this paper are: mtrl-th
8
The categories of this paper are: hep-ex
32
The categories of this paper are: atom-ph
29
The categories of this paper are: funct-an
33
The categories of this paper are: plasm-ph
24
The categories of this paper are: dg-ga
17
The categories of this paper are: q-fin
3
The categories of this paper are: physics