Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Attack Transferability Characterization for Adversarially Robust
  Multi-label Classification   Despite of the pervasive existence of multi-label evasion attack, it is an
open yet essential problem to characterize the origin of the adversarial
vulnerability of a multi-label learning system and assess its attackability. In
this study, we focus on non-targeted evasion attack against multi-label
classifiers. The goal of the threat is to cause miss-classification with
respect to as many labels as possible, with the same input perturbation. Our
work gains in-depth understanding about the multi-label adversarial attack by
first characterizing the transferability of the attack based on the functional
properties of the multi-label classifier. We unveil how the transferability
level of the attack determines the attackability of the classifier via
establishing an information-theoretic analysis of the adversarial risk.
Furthermore, we propose a transferability-centered attackability assessment,
named Soft Attackability Estimator (SAE), to evaluate the intrinsic
vulnerability level of the targeted multi-label classifier. This estimator is
then integrated as a transferability-tuning regularization term into the
multi-label learning paradigm to achieve adversarially robust classification.
The experimental study on real-world data echos the theoretical analysis and
verify the validity of the transferability-regularized multi-label learning
method.

28
The categories of this paper are: alg-geom
18
The categories of this paper are: econ
34
The categories of this paper are: chem-ph
21
The categories of this paper are: adap-org
8
The categories of this paper are: hep-ex
36
The categories of this paper are: cmp-lg
5
The categories of this paper are: gr-qc
11
The categories of this paper are: hep-lat
29
The categories of this paper are: funct-an
37
The categories of this paper are: supr-con
12
The categories of this paper are: nucl-th
24
The categories of this paper are: dg-ga
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The categories of this paper are: bayes-an
7
The categories of this paper are: hep-th
6
The categories of this paper are: astro-ph
0
The categories of this paper are: hep-ph