Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Practical Automated Detection of Malicious npm Packages   The npm registry is one of the pillars of the JavaScript and TypeScript
ecosystems, hosting over 1.7 million packages ranging from simple utility
libraries to complex frameworks and entire applications. Due to the
overwhelming popularity of npm, it has become a prime target for malicious
actors, who publish new packages or compromise existing packages to introduce
malware that tampers with or exfiltrates sensitive data from users who install
either these packages or any package that (transitively) depends on them.
Defending against such attacks is essential to maintaining the integrity of the
software supply chain, but the sheer volume of package updates makes
comprehensive manual review infeasible.
  We present Amalfi, a machine-learning based approach for automatically
detecting potentially malicious packages comprised of three complementary
techniques. We start with classifiers trained on known examples of malicious
and benign packages. If a package is flagged as malicious by a classifier, we
then check whether it includes metadata about its source repository, and if so
whether the package can be reproduced from its source code. Packages that are
reproducible from source are not usually malicious, so this step allows us to
weed out false positives. Finally, we also employ a simple textual
clone-detection technique to identify copies of malicious packages that may
have been missed by the classifiers, reducing the number of false negatives.
  Amalfi improves on the state of the art in that it is lightweight, requiring
only a few seconds per package to extract features and run the classifiers, and
gives good results in practice: running it on 96287 package versions published
over the course of one week, we were able to identify 95 previously unknown
malware samples, with a manageable number of false positives.

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The categories of this paper are: q-alg
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The categories of this paper are: chem-ph
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The categories of this paper are: hep-ph
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The categories of this paper are: physics
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The categories of this paper are: math
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The categories of this paper are: acc-phys
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The categories of this paper are: hep-lat
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The categories of this paper are: ao-sci
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The categories of this paper are: solv-int
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The categories of this paper are: q-bio
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The categories of this paper are: mtrl-th
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The categories of this paper are: funct-an
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The categories of this paper are: stat
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The categories of this paper are: nlin
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The categories of this paper are: atom-ph
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The categories of this paper are: eess