CVE-2026-115913: vLLM Phi-4 multimodal audio attention out-of-memory flaw
vLLM
A remote client can submit a long audio clip that causes quadratic GPU memory usage and crashes the vLLM EngineCore. The flaw affects vLLM versions prior to 0.32.0.
why this severityDisclosed vulnerability with a patch available and no confirmed exploitation.
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
- 6.5
- EPSS
- <0.01 · top 74% · 2026-11-13
- fix status
- Patched
- affected
- vLLM < 0.32.0
- fixed in
- vLLM 0.32.0
- first report
- 26 Oct 2026
- last update
- 28 Oct 2026
- CVE ids
What to do
Update to vLLM 0.32.0 or later.
Timeline · 2
Sources · 2
Advisories and databases
- 2026-10-26CVE-2026-115913: vLLM is an inference and serving engine for large language models.NVD · nvd.nist.gov/vuln/detail/CVE-2026-115913
- 2026-10-28CVE-2026-115913: vLLM: Phi-4 multimodal audio encoder materializes and retains full attention matrices: a single max-length audio OOM-crashes the vLLM engineGitHub Advisory Database · github.com/advisories/GHSA-8397-8qf6-f2gm
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
- lane
- Patch now
- AI role
- Attack on AI
- categories
- Infrastructure vulnerability
- severity
- 2 · Disclosed vulnerability
- fix status
- Patched
- targets
- Framework / tooling
- owasp llm top 10
- LLM03:2025 Supply Chain
- mitre atlas
- no technique for these categories
- tags
- out-of-memory
- dates
- happened 26 Oct 2026 · first reported 26 Oct 2026
- origin
- NVDVulnerability 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 2026-10-26 19:34Z · updated 2026-10-29 00:20Z
Lane, AI role, categories and severity come from the classifier; the OWASP and ATLAS rows are derived from the categories. How these are assigned
Copy a brief
This record as a short Markdown brief, for a ticket, a chat or a coding agent.
the brief as text
# CVE-2026-115913: vLLM Phi-4 multimodal audio attention out-of-memory flaw https://gcdradar.vercel.app/incidents/cve-2026-115913-vllm-phi-4-multimodal-audio-attention-out-of · AIR-2026-1538 · closed 2026-10-26 - Lane: Patch now - Severity: 2 (Disclosed vulnerability): Disclosed vulnerability with a patch available and no confirmed exploitation. - Fix status: Patched - First reported: 2026-10-26 - AI role: Attack on AI - Products: vLLM - CVE ids: CVE-2026-115913 - CVSS: 6.5 ## Summary A remote client can submit a long audio clip that causes quadratic GPU memory usage and crashes the vLLM EngineCore. The flaw affects vLLM versions prior to 0.32.0. ## What to do Update to vLLM 0.32.0 or later. ## Affected and fixed versions - Affected: vLLM < 0.32.0 - Fixed in: vLLM 0.32.0 ## Latest updates - 2026-10-28: GitHub advisory published (https://github.com/advisories/GHSA-8397-8qf6-f2gm) - 2026-10-26: CVE-2026-115913: vLLM is an inference and serving engine for large language models. (https://nvd.nist.gov/vuln/detail/CVE-2026-115913) ## Sources - 2026-10-26 NVD: CVE-2026-115913: vLLM is an inference and serving engine for large language models. https://nvd.nist.gov/vuln/detail/CVE-2026-115913 - 2026-10-28 GitHub Advisory Database: CVE-2026-115913: vLLM: Phi-4 multimodal audio encoder materializes and retains full attention matrices: a single max-length audio OOM-crashes the vLLM engine https://github.com/advisories/GHSA-8397-8qf6-f2gm Verify against the vendor's advisory before changing production. Data CC BY-SA 4.0, https://gcdradar.vercel.app.
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