| Component | MLflow |
| Severity | high (CVSS 7) |
| CVSS vector | CVSS:3.1/AV:L/AC:H/PR:N/UI:R/S:U/C:H/I:H/A:H |
| Published (NVD) | 2024-11-25 |
| Last modified | 2026-06-17 |
| Affected versions | mlflow < 2.16.0 |
| Fixed in | 2.16.0 |
| Weakness | CWE-276CWE-367 |
| CISA KEV | not listed |
NVD description
Excessive directory permissions in MLflow leads to local privilege escalation when using spark_udf. This behavior can be exploited by a local attacker to gain elevated permissions by using a ToCToU attack. The issue is only relevant when the spark_udf() MLflow API is called.
What to do
- Upgrade MLflow to
2.16.0or later. - Do not expose the component's API or UI to the internet without authentication in front of it.
Sources
Read more
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