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ubuntucveUbuntu.comUB:CVE-2024-5206
HistoryJun 06, 2024 - 12:00 a.m.

CVE-2024-5206

2024-06-0600:00:00
ubuntu.com
ubuntu.com
2
cve-2024-5206
vulnerability
scikit-learn
tfidfvectorizer
data leakage
version 1.4.1.post1
version 1.5.0
stop words
training data
sensitive information
impact
unix

4.7 Medium

CVSS3

Attack Vector

LOCAL

Attack Complexity

HIGH

Privileges Required

LOW

User Interaction

NONE

Scope

UNCHANGED

Confidentiality Impact

HIGH

Integrity Impact

NONE

Availability Impact

NONE

CVSS:3.0/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:N/A:N

5.2 Medium

AI Score

Confidence

High

0.0004 Low

EPSS

Percentile

9.2%

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.

4.7 Medium

CVSS3

Attack Vector

LOCAL

Attack Complexity

HIGH

Privileges Required

LOW

User Interaction

NONE

Scope

UNCHANGED

Confidentiality Impact

HIGH

Integrity Impact

NONE

Availability Impact

NONE

CVSS:3.0/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:N/A:N

5.2 Medium

AI Score

Confidence

High

0.0004 Low

EPSS

Percentile

9.2%