gcdRadar
archive/Patch now/AIR-2026-0429
closedclosed 8 Jan 2026Patch now2 Disclosed vulnerabilityAI

CVE-2026-56340: vLLM introduces enhanced protection for sparse tensor validation DoS

vLLM

An incomplete previous fix left vLLM vulnerable to a denial of service attack via missing sparse tensor validation when prompt embeds are enabled. The project is implementing additional checks to validate tensor indices.

disclosed CVENo confirmed exploitation, so this record is tracked as a disclosed vulnerability and not counted as an incident. It moves into the counts if CISA or the vendor confirms exploitation. Why

CVSS
8.8
EPSS
0.01 · top 49% · 2026-11-13
fix status
Fix status unknown
first report
8 Jan 2026
last update
20 Jun 2026

Timeline · 2

  1. 8 Jan 2026CVE-2026-56340: vLLM introduced enhanced protection for CVE-2025-62164
  2. 20 Jun 2026CVE-2026-56340: vLLM versions >= 0.10.2 and < 0.13.0 are missing sparse tensor validation in multimodal embeddings processing.

Sources · 2

Advisories and databases

  1. 2026-01-08
    CVE-2026-56340: vLLM introduced enhanced protection for CVE-2025-62164
    GitHub Advisory Database · github.com/advisories/GHSA-mcmc-2m55-j8jj
  2. 2026-06-20

Titles and links belong to their publishers. The summary above is written by gcdRadar in its own words; data is CC BY-SA 4.0.

Classification

AI role
Attack on AI
categories
Infrastructure vulnerability
severity
2 · Disclosed vulnerability
fix status
Fix status unknown
targets
Framework / tooling
owasp llm top 10
LLM03:2025 Supply Chain
mitre atlas
no technique for these categories
dates
happened 8 Jan 2026 · first reported 8 Jan 2026
origin
GitHub Advisory Database
Vulnerability record from NVD / the GitHub Advisory Database. This product uses the NVD API but is not endorsed or certified by the NVD.
record
confidence 0.90 · created 2026-10-18 07:00Z · updated 2026-10-18 18:20Z

Lane, AI role, categories and severity come from the classifier; the OWASP and ATLAS rows are derived from the categories. How these are assigned

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the brief as text
# CVE-2026-56340: vLLM introduces enhanced protection for sparse tensor validation DoS

https://gcdradar.vercel.app/incidents/cve-2026-56340-vllm-introduces-enhanced-protection-for-spars · AIR-2026-0429 · closed 2026-01-08

- Lane: Patch now
- Severity: 2 (Disclosed vulnerability)
- Fix status: Fix status unknown
- First reported: 2026-01-08
- AI role: Attack on AI
- Products: vLLM
- CVE ids: CVE-2026-56340
- CVSS: 8.8

## Summary

An incomplete previous fix left vLLM vulnerable to a denial of service attack via missing sparse tensor validation when prompt embeds are enabled. The project is implementing additional checks to validate tensor indices.

## What to do

No action recorded; read the sources below and the vendor's advisory.

## Latest updates

- 2026-06-20: CVE-2026-56340: vLLM versions >= 0.10.2 and < 0.13.0 are missing sparse tensor validation in multimodal embeddings processing. (https://nvd.nist.gov/vuln/detail/CVE-2026-56340)
- 2026-01-08: CVE-2026-56340: vLLM introduced enhanced protection for CVE-2025-62164 (https://github.com/advisories/GHSA-mcmc-2m55-j8jj)

## Sources

- 2026-01-08 GitHub Advisory Database: CVE-2026-56340: vLLM introduced enhanced protection for CVE-2025-62164 https://github.com/advisories/GHSA-mcmc-2m55-j8jj
- 2026-06-20 NVD: CVE-2026-56340: vLLM versions >= 0.10.2 and < 0.13.0 are missing sparse tensor validation in multimodal embeddings processing. https://nvd.nist.gov/vuln/detail/CVE-2026-56340

Verify against the vendor's advisory before changing production. Data CC BY-SA 4.0, https://gcdradar.vercel.app.

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