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githubGitHub Advisory DatabaseGHSA-8F8Q-Q2J7-7J2M
HistoryJun 06, 2024 - 9:30 p.m.

Undefined Behavior in mlflow

2024-06-0621:30:36
CWE-475
GitHub Advisory Database
github.com
9
mlflow
version 2.11.1
dos
data model poisoning
inadequate validation

CVSS3

5.4

Attack Vector

NETWORK

Attack Complexity

LOW

Privileges Required

LOW

User Interaction

NONE

Scope

UNCHANGED

Confidentiality Impact

NONE

Integrity Impact

LOW

Availability Impact

LOW

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

EPSS

0

Percentile

9.0%

A vulnerability in mlflow/mlflow version 2.11.1 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.

Affected configurations

Vulners
Node
mlflowmlflowRange<2.11.3
VendorProductVersionCPE
mlflowmlflow*cpe:2.3:a:mlflow:mlflow:*:*:*:*:*:*:*:*

CVSS3

5.4

Attack Vector

NETWORK

Attack Complexity

LOW

Privileges Required

LOW

User Interaction

NONE

Scope

UNCHANGED

Confidentiality Impact

NONE

Integrity Impact

LOW

Availability Impact

LOW

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

EPSS

0

Percentile

9.0%

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