CVE-2026-24220

ZeroMQ Unsafe Deserialization in NVIDIA TensorRT-LLM Visual Generation Server

Published Jul 14, 2026 CVSS 3.1 · 6.4 Medium EPSS < 1% KEV · Not listed
Description
NVIDIA TensorRT-LLM for any platform contains a vulnerability in visual gen server, where an attacker could cause an unsafe deserialization by unauthorized zeroMQ deserialization. A successful exploit of this vulnerability might lead to code execution.

Analysis

AI-generated

Technical impact

A flaw in NVIDIA TensorRT‑LLM’s visual generation server permits the deserialization of messages received through ZeroMQ without proper validation. An attacker capable of sending crafted ZeroMQ payloads can exploit this unsafe deserialization to trigger arbitrary code execution, as the vulnerability is a classic instance of CWE‑502. The description states that a successful exploitation may lead to code execution, indicating that the impact is full compromise of the system hosting the server.

Affected Systems

The vulnerability affects NVIDIA TensorRT‑LLM on any platform. No specific version numbers are listed, so the risk applies to all releases of the software until an official fix is applied.

Risk and Exploitability

The CVSS score of 6.4 denotes a medium severity, and the EPSS score of less than 1% indicates a low probability of exploitation. The vulnerability is not listed in CISA’s KEV catalog. Based on the description, the likely attack vector is an unauthorized remote user who can reach the visual generation server and send a malicious ZeroMQ message, causing unsafe deserialization and potential code execution.

Remediation

No solution or workaround provided in the CVE record.

OpenCVE Recommended Actions

  • Acquire and install the latest NVIDIA TensorRT‑LLM patch that addresses the deserialization flaw.
  • Restrict ZeroMQ traffic to the visual generation server by allowing only trusted IP addresses or enforcing VPN access.
  • Monitor server logs for unusual deserialization activity or signs of unexpected code execution, and investigate any anomalies promptly.

Generated by OpenCVE AI on July 31, 2026 at 05:02 UTC.

Tracking

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Advisories

No advisories available
History
Type Values Removed Values Added
CPEs cpe:2.3:a:nvidia:tensorrt-llm:*:*:*:*:*:*:*:*
cpe:2.3:a:nvidia:tensorrt-llm:1.3.0:rc0:*:*:*:*:*:*
cpe:2.3:a:nvidia:tensorrt-llm:1.3.0:rc10:*:*:*:*:*:*
cpe:2.3:a:nvidia:tensorrt-llm:1.3.0:rc11:*:*:*:*:*:*
cpe:2.3:a:nvidia:tensorrt-llm:1.3.0:rc1:*:*:*:*:*:*
cpe:2.3:a:nvidia:tensorrt-llm:1.3.0:rc2:*:*:*:*:*:*
cpe:2.3:a:nvidia:tensorrt-llm:1.3.0:rc3:*:*:*:*:*:*
cpe:2.3:a:nvidia:tensorrt-llm:1.3.0:rc4:*:*:*:*:*:*
cpe:2.3:a:nvidia:tensorrt-llm:1.3.0:rc5:*:*:*:*:*:*
cpe:2.3:a:nvidia:tensorrt-llm:1.3.0:rc6:*:*:*:*:*:*
cpe:2.3:a:nvidia:tensorrt-llm:1.3.0:rc7:*:*:*:*:*:*
cpe:2.3:a:nvidia:tensorrt-llm:1.3.0:rc8:*:*:*:*:*:*
cpe:2.3:a:nvidia:tensorrt-llm:1.3.0:rc9:*:*:*:*:*:*
Type Values Removed Values Added
Title ZeroMQ Unsafe Deserialization in NVIDIA TensorRT-LLM Visual Generation Server
Type Values Removed Values Added
Title Unsafe Deserialization via ZeroMQ in NVIDIA TensorRT-LLM Visual Generation Server
Type Values Removed Values Added
Title Unsafe Deserialization via ZeroMQ in NVIDIA TensorRT-LLM Visual Generation Server
Type Values Removed Values Added
Title Unauthorized ZeroMQ Deserialization in NVIDIA TensorRT-LLM
Type Values Removed Values Added
Metrics ssvc

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

Type Values Removed Values Added
Title Unauthorized ZeroMQ Deserialization in NVIDIA TensorRT-LLM
Type Values Removed Values Added
First Time appeared Nvidia
Nvidia tensorrt-llm
Vendors & Products Nvidia
Nvidia tensorrt-llm
Type Values Removed Values Added
Description NVIDIA TensorRT-LLM for any platform contains a vulnerability in visual gen server, where an attacker could cause an unsafe deserialization by unauthorized zeroMQ deserialization. A successful exploit of this vulnerability might lead to code execution.
Weaknesses CWE-502
References
Metrics cvssV3_1

{'score': 6.4, 'vector': 'CVSS:3.1/AV:L/AC:H/PR:H/UI:N/S:U/C:H/I:H/A:H'}

Weaknesses
  • CWE-502

    Deserialization of Untrusted Data

Sources

Status
PUBLISHED
Assigner
nvidia
Published
Updated
Jul 15, 2026, 2:19 PM
Reserved
Jan 21, 2026, 7:09 PM
Status
Analyzed
Published
Jul 14, 2026, 9:16 PM
Modified
Oct 24, 2026, 9:10 PM