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CVE-2026-78684— vLLM before 0.27.0 Denial of Service via DeepStream Backend

Quick assessment

Affected
vllm-project vllm
Exploitation
No confirmed in-the-wild exploitation; assess based on exposure
Recommended action
Check the vendor advisory and references for a fixed version. If immediate upgrade is impossible, restrict exposure and increase monitoring.

在 vLLM 0.27.0 之前的版本中,未能正确将 DeepStream 识别为 GPU 后端,并且在其解码路径中缺少像素数量限制的执行机制。未经验证的攻击者可以在请求期间激活 DeepStream,以初始化进程级 GPU 解码池,并绕过资源控制提交视频,从而导致并发请求的部分服务不可用(拒绝服务)。

CVSS 5.3 · Medium

Affected Version Matrix 2

VendorProduct Version RangeStatus
vllm-project vllm < 0.27.0 affected
0.27.0 unaffected
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I. Basic Information for CVE-2026-78684

Vulnerability Information

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Vulnerability Title
vLLM before 0.27.0 Denial of Service via DeepStream Backend
Source: CVE Program / CVE List V5
Vulnerability Description
vLLM before 0.27.0 fails to properly classify DeepStream as a GPU backend and omits pixel-limit enforcement in its decode path. Unauthenticated attackers can activate DeepStream at request time to initialize the process-wide GPU decode pool and submit video that bypasses resource controls, causing partial denial of service for concurrent requests.
Source: CVE Program / CVE List V5
CVSS Information
CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L
Source: CVE Program / CVE List V5
Vulnerability Type
未加控制的资源消耗(资源穷尽)
Source: CVE Program / CVE List V5

Affected Products

Vendor Product Affected Versions CPE Subscribe
vllm-project vllm 0 ~ 0.27.0 -

II. Public POCs for CVE-2026-78684

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III. Intelligence Information for CVE-2026-78684

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Vendor Advisories for CVE-2026-78684 (1)

Exploits & Public PoCs for CVE-2026-78684 (1)

IV. Related Vulnerabilities

V. Comments for CVE-2026-78684

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