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/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:HWeakness enumeration
Affected software
| Vendor | Product | Versions |
|---|---|---|
| vLLM | vLLM | >= 0.10.2, < 0.13.0 |
| Red Hat | Red Hat AI Inference Server | — |
| Red Hat | Red Hat AI Inference Server | — |
| Red Hat | Red Hat AI Inference Server | — |
| Red Hat | Red Hat AI Inference Server | — |
| Red Hat | Red Hat AI Inference Server | — |
| Red Hat | Red Hat AI Inference Server | — |
| Red Hat | Red Hat AI Inference Server | — |
| Red Hat | Red Hat AI Inference Server | — |
| Red Hat | Red Hat AI Inference Server | — |
| Red Hat | Red Hat AI Inference Server | — |
| Red Hat | Red Hat AI Inference Server | — |
| Red Hat | Red Hat AI Inference Server | — |
| Red Hat | Red Hat AI Inference Server | — |
| Red Hat | Red Hat Enterprise Linux AI (RHEL AI) 3 | — |
| Red Hat | Red Hat Enterprise Linux AI (RHEL AI) 3 | — |
| Red Hat | Red Hat Enterprise Linux AI (RHEL AI) 3 | — |
| Red Hat | Red Hat Enterprise Linux AI (RHEL AI) 3 | — |
| Red Hat | Red Hat Enterprise Linux AI (RHEL AI) 3 | — |
| Red Hat | Red Hat Enterprise Linux AI (RHEL AI) 3 | — |
| Red Hat | Red Hat Enterprise Linux AI (RHEL AI) 3 | — |
| Red Hat | Red Hat OpenShift AI (RHOAI) | — |
| Red Hat | Red Hat OpenShift AI (RHOAI) | — |
| Red Hat | Red Hat OpenShift AI (RHOAI) | — |
| Red Hat | Red Hat OpenShift AI (RHOAI) | — |
| Red Hat | Red Hat OpenShift AI (RHOAI) | — |
| Red Hat | Red Hat OpenShift AI (RHOAI) | — |
References
- https://github.com/vllm-project/vllm/security/advisories/GHSA-mcmc-2m55-j8jjVendor Advisory
- https://www.vulncheck.com/advisories/vllm-denial-of-service-via-unvalidated-multimodal-embeddingsThird Party Advisory
- https://access.redhat.com/security/cve/CVE-2026-56340
- https://bugzilla.redhat.com/show_bug.cgi?id=2491060
- https://security.access.redhat.com/data/csaf/v2/vex/2026/cve-2026-56340.json
Timeline
- Published
- Jun 20, 2026
- Last modified
- Oct 23, 2026
- NVD status
- Modified