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CVE-2020-28975: scikit-learn Denial of Service

May 24, 2022 (updated October 23, 2024)

svm_predict_values in svm.cpp in Libsvm v324, as used in scikit-learn 0.23.2 and other products, allows attackers to cause a denial of service (segmentation fault) via a crafted model SVM (introduced via pickle, json, or any other model permanence standard) with a large value in the _n_support array. NOTE: the scikit-learn vendor’s position is that the behavior can only occur if the library’s API is violated by an application that changes a private attribute.

References

  • github.com/advisories/GHSA-jxfp-4rvq-9h9m
  • github.com/cjlin1/libsvm/blob/9a3a9708926dec87d382c43b203f2ca19c2d56a0/svm.cpp
  • github.com/pypa/advisory-database/tree/main/vulns/scikit-learn/PYSEC-2020-108.yaml
  • github.com/scikit-learn/scikit-learn
  • github.com/scikit-learn/scikit-learn/commit/1bf13d567d3cd74854aa8343fd25b61dd768bb85
  • github.com/scikit-learn/scikit-learn/issues/18891
  • nvd.nist.gov/vuln/detail/CVE-2020-28975
  • security.gentoo.org/glsa/202301-03

Code Behaviors & Features

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Affected versions

All versions starting from 0.23.2 before 1.0.1

Fixed versions

  • 1.0.1

Solution

Upgrade to version 1.0.1 or above.

Impact 7.5 HIGH

CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H

Learn more about CVSS

Source file

pypi/scikit-learn/CVE-2020-28975.yml

Spotted a mistake? Edit the file on GitLab.

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