Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: A Unified Game-Theoretic Interpretation of Adversarial Robustness   This paper provides a unified view to explain different adversarial attacks
and defense methods, i.e. the view of multi-order interactions between input
variables of DNNs. Based on the multi-order interaction, we discover that
adversarial attacks mainly affect high-order interactions to fool the DNN.
Furthermore, we find that the robustness of adversarially trained DNNs comes
from category-specific low-order interactions. Our findings provide a potential
method to unify adversarial perturbations and robustness, which can explain the
existing defense methods in a principle way. Besides, our findings also make a
revision of previous inaccurate understanding of the shape bias of
adversarially learned features.

7
The categories of this paper are: hep-th
33
The categories of this paper are: plasm-ph
35
The categories of this paper are: mtrl-th
36
The categories of this paper are: cmp-lg
17
The categories of this paper are: q-fin
4
The categories of this paper are: cond-mat
13
The categories of this paper are: quant-ph
22
The categories of this paper are: chao-dyn
14
The categories of this paper are: math-ph
23
The categories of this paper are: solv-int
3
The categories of this paper are: physics
30
The categories of this paper are: q-alg
26
The categories of this paper are: bayes-an
37
The categories of this paper are: supr-con
8
The categories of this paper are: hep-ex
12
The categories of this paper are: nucl-th