CVE-2026-90554

vLLM before 0.28.0 Denial of Service via audio extraction

State
Published
Severity
6.9 Medium
Published
Sep 12, 2026
Updated
Sep 14, 2026
Reserved
Sep 12, 2026

Read the record on cve.org

Description

vLLM versions >=0.10.2 and <0.28.0 do not apply any audio decode-size or duration limit when extracting audio from video input for NanoNemotronVL models. In nano_nemotron_vl.py, _extract_audio_from_videos calls load_audio_pyav(BytesIO(video_bytes)) without the max_duration_s or max_decode_bytes parameters, so neither VLLM_MAX_AUDIO_DECODE_DURATION_S nor VLLM_MAX_AUDIO_DECODE_BYTES is enforced (unlike the direct audio upload path in AudioMediaIO). When a NanoNemotronVL model is served with use_audio_in_video=True, an attacker who supplies a small, highly compressed video as multimodal input can force the server to allocate gigabytes of memory during audio decoding, resulting in a denial of service. Fixed in vLLM 0.28.0.

Scores

CVSSScoreVectorSource
4.06.9 MediumCVSS:4.0/AV:L/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:NVulnCheck
3.16.2 MediumCVSS:3.1/AV:L/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:HVulnCheck

Weaknesses

  • CWE-400 Uncontrolled Resource Consumption

Affected Products

ProductVersions
vLLMvllm-project
  • 0.10.2 to before 0.28.0Affected
  • 0.28.0Not affected

References

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