Advisory details:
pypa / scikit-learn/PYSEC-2024-110
| Advisory ID | pypa/scikit-learn/PYSEC-2024-110 |
| Aliases |
CVE-2024-5206
GHSA-jw8x-6495-233v PYSEC-2024-110 |
| Summary | 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. |
| Status | Published |
| Exploitability | 0.5 |
| Weighted Severity | 4.2 |
| Risk | 2.1 |
| Affected and Fixed Packages | Package Details |
| Introduced and Fixed Package Commit Patches | Package Commit Patches Details |
| There are no known CWE. |
| System | Score | Found at |
|---|---|---|
| cvssv3.1 | 4.7 | https://github.com/pypa/advisory-database/blob/main/vulns/scikit-learn/PYSEC-2024-110.yaml |
| Reference id | Reference type | URL |
|---|---|---|
| https://github.com/scikit-learn/scikit-learn/commit/70ca21f106b603b611da73012c9ade7cd8e438b8 | ||
| https://huntr.com/bounties/14bc0917-a85b-4106-a170-d09d5191517c | ||
| GHSA-jw8x-6495-233v | https://github.com/advisories/GHSA-jw8x-6495-233v |
No EPSS data available for this advisory.
| Patch URL | |
|---|---|
| There are no known patches. | |
| Attack Vector (AV) | Attack Complexity (AC) | Privileges Required (PR) | User Interaction (UI) | Scope (S) | Confidentiality Impact (C) | Integrity Impact (I) | Availability Impact (A) |
|---|---|---|---|---|---|---|---|
network adjacent_network local physical |
low high |
none low high |
none required |
unchanged changed |
high low none |
high low none |
high low none |
Vector: SSVCv2/E:P/A:N/T:P/P:M/B:A/M:M/D:T/2024-06-07T15:11:02Z/
Decision: Track
Source URL: https://github.com/cisagov/vulnrichment/blob/develop/2024/5xxx/CVE-2024-5206.json
Source Advisory: vulnrichment/CVE-2024-5206
[{'Exploitation': 'poc'},
{'Automatable': 'no'},
{'Technical Impact': 'partial'},
{'Mission Prevalence': 'minimal'},
{'Public Well-being Impact': 'material'},
{'Mission & Well-being': 'medium'}]