Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: APIRO: A Framework for Automated Security Tools API Recommendation   Security Orchestration, Automation, and Response (SOAR) platforms integrate
and orchestrate a wide variety of security tools to accelerate the operational
activities of Security Operation Center (SOC). Integration of security tools in
a SOAR platform is mostly done manually using APIs, plugins, and scripts. SOC
teams need to navigate through API calls of different security tools to find a
suitable API to define or update an incident response action. Analyzing various
types of API documentation with diverse API format and presentation structure
involves significant challenges such as data availability, data heterogeneity,
and semantic variation for automatic identification of security tool APIs
specific to a particular task. Given these challenges can have negative impact
on SOC team's ability to handle security incident effectively and efficiently,
we consider it important to devise suitable automated support solutions to
address these challenges. We propose a novel learning-based framework for
automated security tool API Recommendation for security Orchestration,
automation, and response, APIRO. To mitigate data availability constraint,
APIRO enriches security tool API description by applying a wide variety of data
augmentation techniques. To learn data heterogeneity of the security tools and
semantic variation in API descriptions, APIRO consists of an API-specific word
embedding model and a Convolutional Neural Network (CNN) model that are used
for prediction of top 3 relevant APIs for a task. We experimentally demonstrate
the effectiveness of APIRO in recommending APIs for different tasks using 3
security tools and 36 augmentation techniques. Our experimental results
demonstrate the feasibility of APIRO for achieving 91.9% Top-1 Accuracy.

5
The categories of this paper are: gr-qc
12
The categories of this paper are: nucl-th
16
The categories of this paper are: stat
22
The categories of this paper are: chao-dyn
33
The categories of this paper are: plasm-ph
2
The categories of this paper are: math
3
The categories of this paper are: physics
11
The categories of this paper are: hep-lat
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The categories of this paper are: bayes-an
34
The categories of this paper are: chem-ph
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The categories of this paper are: funct-an
31
The categories of this paper are: ao-sci
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The categories of this paper are: hep-th
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The categories of this paper are: q-bio
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The categories of this paper are: econ
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The categories of this paper are: nlin