---
id: CVE-2026-44223
title: vLLM is an inference and serving engine for large language models (LLMs)
summary: >-
  vLLM is an inference and serving engine for large language models (LLMs). From
  0.18.0 to before 0.20.0, the extract_hidden_states speculative decoding
  proposer in vLLM returns a tensor with an incorrect shape after the first
  decode step,…
severity: medium
cvss: 6.5
cvssVector: 'CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H'
cwe:
  - CWE-131
  - CWE-704
  - CWE-130
published: '2026-05-12'
updated: '2026-06-22'
source: NVD
sourceUrl: 'https://nvd.nist.gov/vuln/detail/CVE-2026-44223'
references:
  - url: 'https://github.com/vllm-project/vllm/pull/38610'
    label: security-advisories@github.com
  - url: >-
      https://github.com/vllm-project/vllm/security/advisories/GHSA-83vm-p52w-f9pw
    label: security-advisories@github.com
  - url: 'https://github.com/vllm-project/vllm/pull/38610'
    label: 134c704f-9b21-4f2e-91b3-4a467353bcc0
  - url: >-
      https://github.com/vllm-project/vllm/security/advisories/GHSA-83vm-p52w-f9pw
    label: 134c704f-9b21-4f2e-91b3-4a467353bcc0
  - url: >-
      https://security.access.redhat.com/data/csaf/v2/vex/2026/cve-2026-44223.json
  - url: 'https://access.redhat.com/security/cve/CVE-2026-44223'
  - url: 'https://bugzilla.redhat.com/show_bug.cgi?id=2476827'
  - url: 'https://www.cve.org/CVERecord?id=CVE-2026-44223'
  - url: 'https://nvd.nist.gov/vuln/detail/CVE-2026-44223'
  - url: 'https://access.redhat.com/errata/RHSA-2026:57380'
  - url: 'https://access.redhat.com/errata/RHSA-2026:57389'
  - url: 'https://access.redhat.com/errata/RHSA-2026:57390'
  - url: 'https://access.redhat.com/errata/RHSA-2026:57387'
  - url: 'https://access.redhat.com/errata/RHSA-2026:59151'
  - url: 'https://access.redhat.com/errata/RHSA-2026:59144'
  - url: >-
      https://github.com/pypa/advisory-database/tree/main/vulns/vllm/PYSEC-2026-145.yaml
  - url: 'https://github.com/vllm-project/vllm'
  - url: 'https://access.redhat.com/errata/RHSA-2026:69466'
  - url: 'https://access.redhat.com/errata/RHSA-2026:69467'
  - url: 'https://access.redhat.com/errata/RHSA-2026:69469'
  - url: 'https://access.redhat.com/errata/RHSA-2026:69464'
  - url: 'https://access.redhat.com/errata/RHSA-2026:70965'
  - url: 'https://access.redhat.com/errata/RHSA-2026:70979'
  - url: 'https://access.redhat.com/errata/RHSA-2026:70995'
  - url: 'https://access.redhat.com/errata/RHSA-2026:70969'
tags:
  - nvd
  - csaf
  - vex
  - red-hat
  - osv
  - pip
epss: 0.00426
epssPercentile: 0.34255
ingestedAt: '2026-06-29T13:24:34.843Z'
vendor: Red Hat
product: Red Hat Enterprise Linux AI 3.4
affected:
  - ai_inference_server
  - openshift_ai_rhoai
  - ai_inference_server 3.4
  - enterprise_linux_ai 3.4
patched:
  - ai_inference_server 3.4
  - enterprise_linux_ai 3.4
scores:
  nvd: 6.5
  vendor: 7.5
  osv: 6.5
aliases:
  - GHSA-83vm-p52w-f9pw
  - PYSEC-2026-145
ecosystem: pip
---

## Overview

vLLM is an inference and serving engine for large language models (LLMs). From 0.18.0 to before 0.20.0, the extract_hidden_states speculative decoding proposer in vLLM returns a tensor with an incorrect shape after the first decode step, causing a RuntimeError that crashes the EngineCore process. The crash is triggered when any request in the batch uses sampling penalty parameters (repetition_penalty, frequency_penalty, or presence_penalty). A single request with a penalty parameter (e.g., "repetition_penalty": 1.1) is sufficient to crash the server. This vulnerability is fixed in 0.20.0.

## Remediation

Refer to the linked advisories for vendor-supplied fixes and affected version ranges.

## Vendor advisories

- **RHSA-2026:57380** · Red Hat · fixed in: Red Hat AI Inference Server 3.4 · released 2026-08-20 · [advisory](https://access.redhat.com/errata/RHSA-2026:57380)
- **RHSA-2026:57389** · Red Hat · fixed in: Red Hat AI Inference Server 3.4 · released 2026-08-20 · [advisory](https://access.redhat.com/errata/RHSA-2026:57389)
- **RHSA-2026:57390** · Red Hat · fixed in: Red Hat AI Inference Server 3.4 · released 2026-08-20 · [advisory](https://access.redhat.com/errata/RHSA-2026:57390)
- **RHSA-2026:57387** · Red Hat · fixed in: Red Hat AI Inference Server 3.4 · released 2026-08-20 · [advisory](https://access.redhat.com/errata/RHSA-2026:57387)
- **RHSA-2026:59151** · Red Hat · fixed in: Red Hat Enterprise Linux AI 3.4 · released 2026-08-24 · [advisory](https://access.redhat.com/errata/RHSA-2026:59151)
- **RHSA-2026:59144** · Red Hat · fixed in: Red Hat Enterprise Linux AI 3.4 · released 2026-08-24 · [advisory](https://access.redhat.com/errata/RHSA-2026:59144)
- **Red Hat VEX** · Important · affected: Red Hat AI Inference Server, Red Hat OpenShift AI (RHOAI) · no fix planned: Red Hat AI Inference Server, Red Hat OpenShift AI (RHOAI) · updated 2026-09-25 · [vex](https://security.access.redhat.com/data/csaf/v2/vex/2026/cve-2026-44223.json)
- **RHSA-2026:69466** · Red Hat · fixed in: Red Hat AI Inference Server 3.4 · released 2026-09-21 · [advisory](https://access.redhat.com/errata/RHSA-2026:69466)
- **RHSA-2026:69467** · Red Hat · fixed in: Red Hat AI Inference Server 3.4 · released 2026-09-21 · [advisory](https://access.redhat.com/errata/RHSA-2026:69467)
- **RHSA-2026:69469** · Red Hat · fixed in: Red Hat AI Inference Server 3.4 · released 2026-09-21 · [advisory](https://access.redhat.com/errata/RHSA-2026:69469)
- **RHSA-2026:69464** · Red Hat · fixed in: Red Hat AI Inference Server 3.4 · released 2026-09-21 · [advisory](https://access.redhat.com/errata/RHSA-2026:69464)
- **RHSA-2026:70965** · Red Hat · fixed in: Red Hat AI Inference Server 3.4 · released 2026-09-23 · [advisory](https://access.redhat.com/errata/RHSA-2026:70965)
- **RHSA-2026:70979** · Red Hat · fixed in: Red Hat AI Inference Server 3.4 · released 2026-09-23 · [advisory](https://access.redhat.com/errata/RHSA-2026:70979)
- **RHSA-2026:70995** · Red Hat · fixed in: Red Hat AI Inference Server 3.4 · released 2026-09-23 · [advisory](https://access.redhat.com/errata/RHSA-2026:70995)
- **RHSA-2026:70969** · Red Hat · fixed in: Red Hat AI Inference Server 3.4 · released 2026-09-23 · [advisory](https://access.redhat.com/errata/RHSA-2026:70969)

## Package advisory (CVE-2026-44223)

Affected packages:

- `vllm >= 0.18.0, < 0.20.0`

Patched in:

- `vllm 0.20.0`

Source: https://osv.dev/vulnerability/GHSA-83vm-p52w-f9pw
