CVE-2026-90554CWE-400denial-of-service

CVE-2026-90554

Medium · published September 12, 2026

CVSS v3.1
6.2
EPSS
0%
Percentile
9.4
In the wild
Unconfirmed
What it is

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.

The record
Technical detail
CVSS v3.1
6.2 · MEDIUM
Vector
CVSS:3.1/AV:L/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H
CVSS v4.0
6.9 · CVSS:4.0/AV:L/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N
EPSS
0.00201 · 9.4th percentile
Weakness
CWE-400 · Uncontrolled Resource Consumption
Published
2026-09-12T17:16Z
Affected products (1)
ProductVersionsFixed in
vllm/vllm≥ 0.10.2, < 0.28.00.28.0
References (2)
EPSS history
Timeline
  • 14 SEP 03:24Z
    EPSS moved — → 0%
    epss
  • 12 SEP 12:08Z
    vLLM before 0.28.0 Denial of Service via audio extraction
    cvelistv5