9.8
CRITICAL CVSS 3.1
CVE-2025-49655
Keras TorchModuleWrapper Deserialization Vulnerability
Description

Deserialization of untrusted data can occur in versions of the Keras framework running versions 3.11.0 up to but not including 3.11.3, enabling a maliciously uploaded Keras file containing a TorchModuleWrapper class to run arbitrary code on an end user’s system when loaded despite safe mode being enabled. The vulnerability can be triggered through both local and remote files.

INFO

Published Date :

Oct. 17, 2025, 4:15 p.m.

Last Modified :

Oct. 17, 2025, 4:15 p.m.

Remotely Exploit :

Yes !

Source :

6f8de1f0-f67e-45a6-b68f-98777fdb759c
Affected Products

The following products are affected by CVE-2025-49655 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.

ID Vendor Product Action
1 Keras keras
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 CRITICAL 6f8de1f0-f67e-45a6-b68f-98777fdb759c
Solution
Update Keras to a version later than 3.11.3 to prevent arbitrary code execution.
  • Update Keras to a secure version.
  • Avoid loading untrusted Keras files.
  • Review security configurations for deserialization.
References to Advisories, Solutions, and Tools

Here, you will find a curated list of external links that provide in-depth information, practical solutions, and valuable tools related to CVE-2025-49655.

URL Resource
https://github.com/keras-team/keras/pull/21575
https://hiddenlayer.com/sai_security_advisor/2025-10-keras/
CWE - Common Weakness Enumeration

While CVE identifies specific instances of vulnerabilities, CWE categorizes the common flaws or weaknesses that can lead to vulnerabilities. CVE-2025-49655 is associated with the following CWEs:

Common Attack Pattern Enumeration and Classification (CAPEC)

Common Attack Pattern Enumeration and Classification (CAPEC) stores attack patterns, which are descriptions of the common attributes and approaches employed by adversaries to exploit the CVE-2025-49655 weaknesses.

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).

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

The following list is the news that have been mention CVE-2025-49655 vulnerability anywhere in the article.

The following table lists the changes that have been made to the CVE-2025-49655 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.

  • New CVE Received by 6f8de1f0-f67e-45a6-b68f-98777fdb759c

    Oct. 17, 2025

    Action Type Old Value New Value
    Added Description Deserialization of untrusted data can occur in versions of the Keras framework running versions 3.11.0 up to but not including 3.11.3, enabling a maliciously uploaded Keras file containing a TorchModuleWrapper class to run arbitrary code on an end user’s system when loaded despite safe mode being enabled. The vulnerability can be triggered through both local and remote files.
    Added CVSS V3.1 AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
    Added CWE CWE-502
    Added Reference https://github.com/keras-team/keras/pull/21575
    Added Reference https://hiddenlayer.com/sai_security_advisor/2025-10-keras/
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: 9.8
Attack Vector
Attack Complexity
Privileges Required
User Interaction
Scope
Confidentiality Impact
Integrity Impact
Availability Impact