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CVE-2024-5206: scikit-learn sensitive data leakage vulnerability

June 6, 2024 (updated October 25, 2024)

A sensitive data leakage vulnerability was identified in scikit-learn’s TfidfVectorizer, specifically in versions up to and including 1.4.1.post1, which was fixed in version 1.5.0. The vulnerability arises from the unexpected storage of all tokens present in the training data within the stop_words_ attribute, rather than only storing the subset of tokens required for the TF-IDF technique to function. This behavior leads to the potential leakage of sensitive information, as the stop_words_ attribute could contain tokens that were meant to be discarded and not stored, such as passwords or keys. The impact of this vulnerability varies based on the nature of the data being processed by the vectorizer.

References

  • github.com/advisories/GHSA-jw8x-6495-233v
  • github.com/pypa/advisory-database/tree/main/vulns/scikit-learn/PYSEC-2024-110.yaml
  • github.com/scikit-learn/scikit-learn
  • github.com/scikit-learn/scikit-learn/commit/70ca21f106b603b611da73012c9ade7cd8e438b8
  • huntr.com/bounties/14bc0917-a85b-4106-a170-d09d5191517c
  • nvd.nist.gov/vuln/detail/CVE-2024-5206

Code Behaviors & Features

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Affected versions

All versions before 1.5.0

Fixed versions

  • 1.5.0

Solution

Upgrade to version 1.5.0 or above.

Impact 4.7 MEDIUM

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

Learn more about CVSS

Weakness

  • CWE-921: Storage of Sensitive Data in a Mechanism without Access Control
  • CWE-922: Insecure Storage of Sensitive Information

Source file

pypi/scikit-learn/CVE-2024-5206.yml

Spotted a mistake? Edit the file on GitLab.

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