CVE-2024-5206 json
Sensitive Data Leakage in sklearn.feature_extraction.text.TfidfVectorizer in scikit-learn/scikit-learn
published 2024-06-06 2 y ago modified 2026-09-10 1 mo ago also GHSA-jw8x-6495-233v , PYSEC-2024-110 , EUVD-2024-0161
- cvss
- 4.7
- version 3.0, CNA
- cisa kev
- Not listed
- not in CISA's catalog
- epss
- 0.2%
- EPSS 0.2% chance of exploitation in 30 days, percentile 8%
- public exploits
- 0
- none known
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.
Patch / fix
- pypi scikit-learn 1.5.0
- scikit-learn scikit-learn/scikit-learn 1.5.0
- scikit-learn scikit-learn 1.5.0
- python-scikit-learn SLE Module for Package Hub 15 SP6, SLE Module for Package Hub 15 SP5, openSUSE Leap 15.6 +1 more 0.23.2-150300.3.3.1
suse advisories SUSE-SU-2024:2029-1
- python-scikit-learn openSUSE Tumbleweed 1.9.0-1.1
- python-scikit-learn openSUSE Tumbleweed 1.5.0-1.1
opensuse advisories openSUSE-SU-2026:11498-1openSUSE-SU-2024:14043-1
Vendor advisories
What the vendors themselves say about their products: affected, fixed or not affected, and what to do.
red hat product security vex CVE-2024-5206 updated cvss 5.3
scikit-learn: Possible sensitive data leak
-
Red Hat Ceph Storage 7 arrow, pybind Red Hat Ceph Storage 8 pybind Red Hat Ceph Storage 9 arrow, pybindaffected: no fix available
-
Red Hat Ceph Storage 7.1 rhceph/rhceph-7-rhel9 1791452477fixed: vendor fix RHSA-2026:83548
-
Red Hat Ansible Automation Platform 2 aap-cloud-metrics-collector-container, ansible-automation-platform-25/ee-minimal-rhel8, ansible-automation-platform-25/lightspeed-rhel8, ansible-automation-platform-24/de-supported-rhel8, ansible-automation-platform-24/ee-supported-rhel9, ansible-automation-platform-25/ansible-builder-rhel8, +4 more Red Hat Ceph Storage 7.1 rhceph/grafana-rhel9 1791450715, rhceph/keepalived-rhel9 1791453133, rhceph/snmp-notifier-rhel9 1791450035, rhceph/rhceph-haproxy-rhel9 1791452229, rhceph/rhceph-promtail-rhel9 1791451373 Red Hat Ceph Storage 8 arrownot affected: vulnerable code not present
Red Hat CSAF VEX © Red Hat, Inc., from https://security.access.redhat.com/data/csaf/v2/vex/; changed: reduced to product statuses and remediations. CC BY 4.0 · csaf
CISA SSVC
- Exploitation
- Proof of concept is public
- Automatable
- no
- Technical impact
- partial
- Assessed
- 2 y ago
Exploit prediction
0.19% chance of exploitation in the next 30 days, higher than 8% of all scored CVEs (FIRST EPSS, 2026-11-08).
CVSS scores
| assigned by | version | score | vector |
|---|---|---|---|
| CNA | 3.0 | 4.7 | CVSS:3.0/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:N/A:N |
| NVD | 3.1 | 4.7 | CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:N/A:N |
| GitHub | 3.0 | 5.3 | CVSS:3.0/AV:N/AC:H/PR:L/UI:N/S:U/C:H/I:N/A:N |
| OSV | 3.1 | 4.7 | CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:N/A:N |
Affected packages
| ecosystem | package | affected | fixed in |
|---|---|---|---|
| pypi | scikit-learn | <1.5.0 |
1.5.0 |
Affected products
- scikit-learn scikit-learn/scikit-learn
- scikit-learn scikit-learn
Classification
References
-
github.com
/scikit-learn/scikit-learn/commit/70ca21f106b603b611da73012c9ade7cd8e438b8
web, patch
-
huntr.com
/bounties/14bc0917-a85b-4106-a170-d09d5191517c
web, third-party-advisory
-
nvd.nist.gov
/vuln/detail/CVE-2024-5206
advisory
-
github.com
/pypa/advisory-database/tree/main/vulns/scikit-learn/PYSEC-2024-110.yaml
web
-
github.com
/scikit-learn/scikit-learn
package
-
github.com
/advisories/GHSA-jw8x-6495-233v
advisory
Sources
- CVE List CVE-2024-5206
- GitHub Advisory GHSA-jw8x-6495-233v
- NVD CVE-2024-5206
- OSV PYSEC-2024-110
Fencer Vulns keeps one entry per vulnerability: the CVE id wins, then GHSA, and records that alias each other are merged, except that two CVEs always keep separate entries. The same data is available as JSON.