CVE-2026-24232
Received Received - Intake

Improper Deserialization in NVIDIA Transformers4Rec

Vulnerability report for CVE-2026-24232, including description, CVSS score, EPSS score, affected products, exploitability, helpful resources, and attack-flow context.

Publication date: 2026-07-21

Last updated on: 2026-07-21

Assigner: NVIDIA Corporation

Description

NVIDIA Tranformers4Rec contains a vulnerability where an attacker could cause improper deserialization of untrusted data. A successful exploit of this vulnerability might lead to code execution, data tampering, and information disclosure.

CVSS Scores

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Meta Information

Published
2026-07-21
Last Modified
2026-07-21
Generated
2026-07-21
AI Q&A
2026-07-21
EPSS Evaluated
N/A
NVD
EUVD

Affected Vendors & Products

Showing 2 associated CPEs
Vendor Product Version / Range
nvidia transformers4rec *
nvidia transformers4rec to 41b14d7 (exc)

Helpful Resources

Exploitability

CWE
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KEV
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CWE ID Description
CWE-502 The product deserializes untrusted data without sufficiently ensuring that the resulting data will be valid.

Attack-Flow Graph

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Executive Summary

NVIDIA Transformers4Rec has a vulnerability where improper deserialization of untrusted data can occur. This flaw may allow an attacker to execute arbitrary code, tamper with data, or disclose sensitive information.

Detection Guidance

Detection involves checking for vulnerable versions of Transformers4Rec. Use pip show transformers4rec to check the installed version. If it is prior to 41b14d7, the system is vulnerable. Compare the version against the patched release.

Impact Analysis

If exploited, this vulnerability could lead to unauthorized code execution on affected systems, allowing attackers to manipulate data or steal information. It may also cause system instability or crashes due to improper handling of data.

Compliance Impact

The vulnerability allows improper deserialization of untrusted data, which could lead to code execution, data tampering, and information disclosure. This may impact compliance with GDPR by risking unauthorized data access or modification, and with HIPAA by potentially exposing protected health information. However, specific compliance impacts are not detailed in the provided context.

Mitigation Strategies

Update NVIDIA Transformers4Rec to the latest patched version immediately to prevent improper deserialization of untrusted data. Monitor network traffic for unusual activity and restrict access to systems handling serialized data.

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