Description
NVIDIA Megatron-LM contains a vulnerability in checkpoint loading where, an attacker could cause an RCE by convincing a user to load a maliciously crafted file. A successful exploit of this vulnerability might lead to code execution, escalation of privileges, information disclosure, and data tampering.
Published: 2026-10-13
Score: 7.8 High
EPSS: < 1% Very Low
KEV: No
Impact: Remote Code Execution
Action: Immediate Patch
AI Analysis

Impact

NVIDIA Megatron-LM contains a flaw in its checkpoint loading routine that allows an attacker to trigger remote code execution by presenting a specially crafted checkpoint file to a user. The vulnerability is classified as CWE-502 and, if exploited, can let an attacker run arbitrary code, elevate privileges, disclose confidential data, or tamper with data. The description specifically notes that a successful exploitation could lead to code execution, escalation of privileges, information disclosure, and data tampering.

Affected Systems

The affected product is NVIDIA Megatron‑LM. No specific version range is provided in the description or CNA data, so any installation that relies on the checkpoint loading functionality may be vulnerable until a patch is applied.

Risk and Exploitability

The CVSS score of 7.8 indicates a high severity. The EPSS score is not available, so the current likelihood of exploitation is uncertain; however, elements of the CVE statement suggest that the exploit requires a user to load a malicious checkpoint file. Because the vulnerability can lead to full code execution, the risk remains significant. The vulnerability is not listed in the CISA KEV catalog, but its potential for widespread impact warrants close monitoring.

Generated by OpenCVE AI on October 13, 2026 at 16:39 UTC.

Remediation

No solution or workaround provided in the CVE record.

OpenCVE Recommended Actions

  • Apply NVIDIA security patch or upgrade Megatron‑LM to a version that includes the fix
  • Restrict checkpoint file locations to trusted users and enforce strict file permissions
  • Validate checksum or digital signature of checkpoint files before loading to deny tampered files

Generated by OpenCVE AI on October 13, 2026 at 16:39 UTC.

Tracking

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Advisories

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History

Tue, 13 Oct 2026 17:30:00 +0000

Type Values Removed Values Added
First Time appeared Nvidia
Nvidia megatron-lm
Vendors & Products Nvidia
Nvidia megatron-lm

Tue, 13 Oct 2026 17:00:00 +0000

Type Values Removed Values Added
Title Malicious Checkpoint File Remote Code Execution in NVIDIA Megatron‑LM

Tue, 13 Oct 2026 15:30:00 +0000

Type Values Removed Values Added
Metrics ssvc

{'options': {'Automatable': 'no', 'Exploitation': 'none', 'Technical Impact': 'total'}, 'version': '2.0.3'}


Tue, 13 Oct 2026 13:15:00 +0000

Type Values Removed Values Added
Description NVIDIA Megatron-LM contains a vulnerability in checkpoint loading where, an attacker could cause an RCE by convincing a user to load a maliciously crafted file. A successful exploit of this vulnerability might lead to code execution, escalation of privileges, information disclosure, and data tampering.
Weaknesses CWE-502
References
Metrics cvssV3_1

{'score': 7.8, 'vector': 'CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H'}


Subscriptions

Nvidia Megatron-lm
cve-icon MITRE

Status: PUBLISHED

Assigner: nvidia

Published:

Updated: 2026-10-13T14:28:58.825Z

Reserved: 2026-07-21T17:12:22.622Z

Link: CVE-2026-65110

cve-icon Vulnrichment

Updated: 2026-10-13T14:28:53.623Z

cve-icon NVD

Status : Awaiting Analysis

Published: 2026-10-13T13:17:31.820

Modified: 2026-10-13T16:18:53.587

Link: CVE-2026-65110

cve-icon Redhat

No data.

cve-icon OpenCVE Enrichment

Updated: 2026-10-13T17:15:14Z

Weaknesses
  • CWE-502

    Deserialization of Untrusted Data