Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: I-MAD: Interpretable Malware Detector Using Galaxy Transformer   Malware currently presents a number of serious threats to computer users.
Signature-based malware detection methods are limited in detecting new malware
samples that are significantly different from known ones. Therefore, machine
learning-based methods have been proposed, but there are two challenges these
methods face. The first is to model the full semantics behind the assembly code
of malware. The second challenge is to provide interpretable results while
keeping excellent detection performance. In this paper, we propose an
Interpretable MAlware Detector (I-MAD) that outperforms state-of-the-art static
malware detection models regarding accuracy with excellent interpretability. To
improve the detection performance, I-MAD incorporates a novel network component
called the Galaxy Transformer network that can understand assembly code at the
basic block, function, and executable levels. It also incorporates our proposed
interpretable feed-forward neural network to provide interpretations for its
detection results by quantifying the impact of each feature with respect to the
prediction. Experiment results show that our model significantly outperforms
existing state-of-the-art static malware detection models and presents
meaningful interpretations.

11
The categories of this paper are: hep-lat
24
The categories of this paper are: dg-ga
6
The categories of this paper are: astro-ph
3
The categories of this paper are: physics
34
The categories of this paper are: chem-ph
13
The categories of this paper are: quant-ph
18
The categories of this paper are: econ
29
The categories of this paper are: funct-an
26
The categories of this paper are: bayes-an
10
The categories of this paper are: q-bio
8
The categories of this paper are: hep-ex
15
The categories of this paper are: nucl-ex
20
The categories of this paper are: acc-phys
9
The categories of this paper are: nlin
22
The categories of this paper are: chao-dyn
0
The categories of this paper are: hep-ph