CVE-2026-56340

HighCVSS 7.5/10Last modified Oct 23, 2026

Description

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.

Metrics

CVSS 3.1 7.5/10CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H

Weakness enumeration

Affected software

VendorProductVersions
vLLMvLLM>= 0.10.2, < 0.13.0
Red HatRed Hat AI Inference Server—
Red HatRed Hat AI Inference Server—
Red HatRed Hat AI Inference Server—
Red HatRed Hat AI Inference Server—
Red HatRed Hat AI Inference Server—
Red HatRed Hat AI Inference Server—
Red HatRed Hat AI Inference Server—
Red HatRed Hat AI Inference Server—
Red HatRed Hat AI Inference Server—
Red HatRed Hat AI Inference Server—
Red HatRed Hat AI Inference Server—
Red HatRed Hat AI Inference Server—
Red HatRed Hat AI Inference Server—
Red HatRed Hat Enterprise Linux AI (RHEL AI) 3—
Red HatRed Hat Enterprise Linux AI (RHEL AI) 3—
Red HatRed Hat Enterprise Linux AI (RHEL AI) 3—
Red HatRed Hat Enterprise Linux AI (RHEL AI) 3—
Red HatRed Hat Enterprise Linux AI (RHEL AI) 3—
Red HatRed Hat Enterprise Linux AI (RHEL AI) 3—
Red HatRed Hat Enterprise Linux AI (RHEL AI) 3—
Red HatRed Hat OpenShift AI (RHOAI)—
Red HatRed Hat OpenShift AI (RHOAI)—
Red HatRed Hat OpenShift AI (RHOAI)—
Red HatRed Hat OpenShift AI (RHOAI)—
Red HatRed Hat OpenShift AI (RHOAI)—
Red HatRed Hat OpenShift AI (RHOAI)—

References

Timeline

Published
Jun 20, 2026
Last modified
Oct 23, 2026
NVD status
Modified

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CVE-2026-56340: High severity, CVSS 7.5 | Vulnix