PT-2024-23711 · Mlflow · Mlflow
Published
2024-06-06
·
Updated
2024-10-11
·
CVE-2024-3099
CVSS v3.1
5.4
Medium
| Vector | AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:L/A:L |
Name of the Vulnerable Software and Affected Versions
mlflow/mlflow version 2.11.1
Description
A vulnerability in mlflow/mlflow allows attackers to create multiple models with the same name by exploiting URL encoding. This flaw can lead to Denial of Service (DoS) as an authenticated user might not be able to use the intended model, as it will open a different model each time. Additionally, an attacker can exploit this vulnerability to perform data model poisoning by creating a model with the same name, potentially causing an authenticated user to become a victim by using the poisoned model. The issue stems from inadequate validation of model names, allowing for the creation of models with URL-encoded names that are treated as distinct from their URL-decoded counterparts.
Recommendations
For mlflow/mlflow version 2.11.1, consider disabling the model creation feature until a patch is available to prevent attackers from creating multiple models with the same name. Restrict access to the model management module to minimize the risk of exploitation. Avoid using URL-encoded model names in the affected API endpoint until the issue is resolved. At the moment, there is no information about a newer version that contains a fix for this vulnerability.
Exploit
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Weakness Enumeration
Related Identifiers
Affected Products
Mlflow