Arbitrary file read via unchecked model sources
Published Apr 28, 2023 · Updated Jan 30, 2025
Relative path traversal in MLflow before 2.3.1 allows remote attackers to read server-accessible files through a crafted model source. The Model Registry’s _validate_source routine accepts .. segments in the source field sent to the model-versions/create API, so artifact resolution can escape the intended directory. An exposed tracking server with Model Registry access is sufficient; exploitation requires no credentials or user interaction and can disclose files readable by the service account.
Summary
What happened
Relative path traversal in MLflow before 2.3.1 allows remote attackers to read server-accessible files through a crafted model source. The Model Registry’s _validate_source routine accepts .. segments in the source field sent to the model-versions/create API, so artifact resolution can escape the intended directory. An exposed tracking server with Model Registry access is sufficient; exploitation requires no credentials or user interaction and can disclose files readable by the service account.
The record
- CVE
- CVE-2023-2356
- Published
- Apr 28, 2023
- Updated
- Jan 30, 2025
- Vendor
- MLflow Project
- Product
- MLflow
- Classifications
- CWE-23, T1190
- Attack vector
- network
- Privileges
- unauthenticated
Timeline
How it unfolded
- Apr 28, 2023CVE publishedPublication date reported by the CVE source.
- Jan 30, 2025Record updatedLatest update available in the CVE record.
Exploitability
Present is not the same as exploitable
Compare your product and version with the public record. A matching version still requires validation against your environment.
Is a vulnerable build present?
Compare these published version ranges with your installed build and any vendor patches.
- Affected versionversion=unspecified <2.3.1
What conditions does exploitation require?
What is affected?
Published CVSS scores
CVSS describes severity. EPSS estimates exploitation probability.
Attacks
What attackers are doing with it
Daily unique IPs observed by Shadowserver honeypots for known exploited vulnerabilities (KEVs). Missing observations do not establish an absence of attacks.
Public exploit references
- huntr.dev CVE-2023-2356 proof of conceptproof of concept · unverified
Labels summarize the accepted research assessment. They do not indicate a test against your environment.
Technologies
Your stack
See the directory against your own environment.
Your stack
Check the software in your environment
Book a demo to see how Hinoki identifies affected software and validates exploitability in your environment.
Book a demo