6.5
MEDIUM CVSS 3.1
CVE-2025-50461
Volcengine Verl Deserialization Code Execution Vulnerability
Description

A deserialization vulnerability exists in Volcengine's verl 3.0.0, specifically in the scripts/model_merger.py script when using the "fsdp" backend. The script calls torch.load() with weights_only=False on user-supplied .pt files, allowing attackers to execute arbitrary code if a maliciously crafted model file is loaded. An attacker can exploit this by convincing a victim to download and place a malicious model file in a local directory with a specific filename pattern. This vulnerability may lead to arbitrary code execution with the privileges of the user running the script.

INFO

Published Date :

Aug. 19, 2025, 2:15 p.m.

Last Modified :

Aug. 20, 2025, 2:40 p.m.

Remotely Exploit :

Yes !
Affected Products

The following products are affected by CVE-2025-50461 vulnerability. Even if cvefeed.io is aware of the exact versions of the products that are affected, the information is not represented in the table below.

No affected product recoded yet

CVSS Scores
The Common Vulnerability Scoring System is a standardized framework for assessing the severity of vulnerabilities in software and systems. We collect and displays CVSS scores from various sources for each CVE.
Score Version Severity Vector Exploitability Score Impact Score Source
CVSS 3.1 MEDIUM 134c704f-9b21-4f2e-91b3-4a467353bcc0
Solution
Mitigate deserialization flaw by updating verl and validating model files.
  • Update verl to a version that mitigates this vulnerability.
  • Validate all loaded model files to ensure integrity.
  • Avoid loading untrusted .pt files with the fsdp backend.
  • Restrict write access to directories containing model files.
Public PoC/Exploit Available at Github

CVE-2025-50461 has a 2 public PoC/Exploit available at Github. Go to the Public Exploits tab to see the list.

References to Advisories, Solutions, and Tools
CWE - Common Weakness Enumeration

While CVE identifies specific instances of vulnerabilities, CWE categorizes the common flaws or weaknesses that can lead to vulnerabilities. CVE-2025-50461 is associated with the following CWEs:

We scan GitHub repositories to detect new proof-of-concept exploits. Following list is a collection of public exploits and proof-of-concepts, which have been published on GitHub (sorted by the most recently updated).

Technical Details and Exploit for CVE-2025-50461

Updated: 3 weeks, 4 days ago
0 stars 0 fork 0 watcher
Born at : Aug. 15, 2025, 6:26 a.m. This repo has been linked 1 different CVEs too.

📡 PoC auto collect from GitHub. ⚠️ Be careful Malware.

security cve exploit poc vulnerability

Updated: 12 hours, 20 minutes ago
7257 stars 1200 fork 1200 watcher
Born at : Dec. 8, 2019, 1:03 p.m. This repo has been linked 811 different CVEs too.

Results are limited to the first 15 repositories due to potential performance issues.

The following list is the news that have been mention CVE-2025-50461 vulnerability anywhere in the article.

The following table lists the changes that have been made to the CVE-2025-50461 vulnerability over time.

Vulnerability history details can be useful for understanding the evolution of a vulnerability, and for identifying the most recent changes that may impact the vulnerability's severity, exploitability, or other characteristics.

  • CVE Modified by 134c704f-9b21-4f2e-91b3-4a467353bcc0

    Aug. 19, 2025

    Action Type Old Value New Value
    Added CVSS V3.1 AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:N
    Added CWE CWE-77
  • New CVE Received by [email protected]

    Aug. 19, 2025

    Action Type Old Value New Value
    Added Description A deserialization vulnerability exists in Volcengine's verl 3.0.0, specifically in the scripts/model_merger.py script when using the "fsdp" backend. The script calls torch.load() with weights_only=False on user-supplied .pt files, allowing attackers to execute arbitrary code if a maliciously crafted model file is loaded. An attacker can exploit this by convincing a victim to download and place a malicious model file in a local directory with a specific filename pattern. This vulnerability may lead to arbitrary code execution with the privileges of the user running the script.
    Added Reference https://github.com/Anchor0221/CVE-2025-50461
    Added Reference https://github.com/pytorch/pytorch/blob/main/SECURITY.md#loading-untrusted-data
    Added Reference https://github.com/volcengine/verl
    Added Reference https://github.com/volcengine/verl/blob/main/scripts/model_merger.py#L152
    Added Reference https://pytorch.org/docs/stable/generated/torch.load.html
EPSS is a daily estimate of the probability of exploitation activity being observed over the next 30 days. Following chart shows the EPSS score history of the vulnerability.
Vulnerability Scoring Details
Base CVSS Score: 6.5
Attack Vector
Attack Complexity
Privileges Required
User Interaction
Scope
Confidentiality Impact
Integrity Impact
Availability Impact