Severity by source
AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H
Primary rating from NVD · only source for this CVE.
CVSS VectorNVD
CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H
Lifecycle Timeline
4DescriptionCVE.org
NVIDIA NeMo Framework contains a vulnerability where an attacker may cause remote code execution. A successful exploit of this vulnerability might lead to code execution, escalation of privileges, information disclosure and data tampering.
AnalysisAI
NVIDIA NeMo Framework contains an insecure deserialization vulnerability (CWE-502) that allows authenticated local attackers to execute arbitrary code. The vulnerability affects NVIDIA NeMo Framework installations and can lead to code execution, privilege escalation, information disclosure, and data tampering. According to CISA's SSVC framework, there is currently no evidence of active exploitation in the wild, and the attack is not automatable, though technical impact is rated as total.
Technical ContextAI
This vulnerability stems from insecure deserialization (CWE-502), a class of flaws where an application deserializes untrusted data without proper validation, allowing attackers to manipulate serialized objects to execute arbitrary code. NVIDIA NeMo Framework is an end-to-end platform for developing and customizing generative AI models, including large language models and speech AI. The affected product is identified via CPE as cpe:2.3:a:nvidia:nemo_framework. Deserialization vulnerabilities typically occur when applications use serialization libraries (such as Python's pickle, or similar mechanisms) to reconstruct objects from data streams without adequately sanitizing or validating the input, enabling attackers to inject malicious payloads that execute during the deserialization process.
RemediationAI
Consult NVIDIA's official security bulletin at https://nvidia.custhelp.com/app/answers/detail/a_id/5800 for specific patch versions and upgrade instructions for NeMo Framework. Apply the vendor-provided security updates immediately, prioritizing systems where multiple users have local access or where NeMo Framework processes untrusted input data. Until patching is complete, implement defense-in-depth controls including restricting local access to NeMo Framework installations to only trusted administrators, monitoring for unusual process execution or privilege escalation attempts, and avoiding processing of untrusted serialized data. Review application logs for suspicious deserialization activity and consider implementing application-level controls to validate serialized data sources.
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Same weakness CWE-502 – Deserialization of Untrusted Data
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External POC / Exploit Code
Leaving vuln.today
EUVD-2026-15015
GHSA-v7v2-m736-cf3c