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CVE-2026-54234: vLLM has Remote DoS via Invalid Recovered Token Reinjection

July 17, 2026

A frontend-legal multi-request speculative workload can make vLLM produce an out-of-vocabulary recovered token equal to vocab_size, convert that value to -1 when choosing the next live token for a request, and then feed that -1 back into the next drafter input ids. On Qwen3 GPTQ this reaches the worker-side drafting / attention path and crashes the engine with a GPU device-side assert.

The same issue is reachable through the public gRPC request surface by sending a specific overlapping Generate / Abort sequence.

References

  • github.com/advisories/GHSA-8wr5-jm2h-8r4f
  • github.com/vllm-project/vllm/commit/8a5cf1ccd65e8ac7635c402c1ec0b08988bc26ca
  • github.com/vllm-project/vllm/pull/44744
  • github.com/vllm-project/vllm/security/advisories/GHSA-8wr5-jm2h-8r4f
  • nvd.nist.gov/vuln/detail/CVE-2026-54234

Code Behaviors & Features

Detect and mitigate CVE-2026-54234 with GitLab Dependency Scanning

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Affected versions

All versions starting from 0.17.1 before 0.24.0

Fixed versions

  • 0.24.0

Solution

Upgrade to version 0.24.0 or above.

Impact 7.5 HIGH

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

Learn more about CVSS

Weakness

  • CWE-20: Improper Input Validation

Source file

pypi/vllm/CVE-2026-54234.yml

Spotted a mistake? Edit the file on GitLab.

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