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CVE-2024-5206 Detail

Description

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.


Metrics

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CVSS 4.0 Severity and Vector Strings:

NIST CVSS score
NIST: NVD
N/A
NVD assessment not yet provided.

References to Advisories, Solutions, and Tools

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Hyperlink Resource
https://github.com/scikit-learn/scikit-learn/commit/70ca21f106b603b611da73012c9ade7cd8e438b8 Patch 
https://github.com/scikit-learn/scikit-learn/commit/70ca21f106b603b611da73012c9ade7cd8e438b8 Patch 
https://huntr.com/bounties/14bc0917-a85b-4106-a170-d09d5191517c Third Party Advisory 
https://huntr.com/bounties/14bc0917-a85b-4106-a170-d09d5191517c Third Party Advisory 

Weakness Enumeration

CWE-ID CWE Name Source
CWE-922 Insecure Storage of Sensitive Information cwe source acceptance level NIST  
CWE-921 Storage of Sensitive Data in a Mechanism without Access Control huntr.dev  

Known Affected Software Configurations Switch to CPE 2.2

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Change History

4 change records found show changes

Quick Info

CVE Dictionary Entry:
CVE-2024-5206
NVD Published Date:
06/06/2024
NVD Last Modified:
11/21/2024
Source:
huntr.dev