CVE-2026-56340: vLLM - Denial of Service via Unvalidated Multimodal Embeddings

Published Jun 20, 2026
·
Updated

vLLM versions >= 0.10.2 and < 0.13.0 are missing sparse tensor validation in multimodal embeddings processing. Because PyTorch disables sparse tensor invariant checks by default, an attacker can submit crafted embedding requests with malformed (negative or out-of-bounds) tensor indices, when the prompt-embeds feature is enabled, to trigger crashes or resource exhaustion (denial of service), with potential for out-of-bounds/write-what-where memory corruption. This continues CVE-2025-62164, whose prior fix only disabled the feature by default rather than addressing the root cause.

Affected Software

2 affected components
pypi/vllm>=0.10.2<0.13.0
vllm vllm>=0.10.2<0.13.0

Remediation

Recommended actions to resolve this vulnerability, in priority order.

  1. Upgrade

    Upgrade vLLM to a version that resolves this vulnerability.

    Fixed in 0.13.0
  2. Compensating control

    If upgrading is not immediately possible, disable/avoid the vLLM prompt-embeds feature so that crafted embedding requests with malformed (negative or out-of-bounds) tensor indices cannot reach multimodal embeddings processing (which is affected for vLLM versions >= 0.10.2 and < 0.13.0).

Event History

Jun 20, 2026
CVE Published
via MITRE·06:27 PM
Data Sourced
via MITRE·06:27 PM
DescriptionSeverityWeakness
Data Sourced
via Red Hat·07:01 PM
DescriptionSeverityAffected Software
Data Sourced
via NVD·07:16 PM
DescriptionSeverityWeaknessAffected Software
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Frequently Asked Questions

1

What is the severity of CVE-2026-56340?

The severity of CVE-2026-56340 is rated high with a score of 8.8.

2

How do I fix CVE-2026-56340?

To fix CVE-2026-56340, upgrade vLLM to a version greater than 0.13.0.

3

What is the risk associated with CVE-2026-56340?

CVE-2026-56340 has a risk score of 79, indicating a significant potential for impact.

4

What versions of vLLM are affected by CVE-2026-56340?

vLLM versions from 0.10.2 to 0.12.9 are affected by CVE-2026-56340.

5

What type of vulnerability is CVE-2026-56340?

CVE-2026-56340 is an input validation vulnerability that can lead to Denial of Service.

Contact

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