vLLM introduced enhanced protection for CVE-2025-62164
High8.8CVE-2026-56340 · Published Jan 8, 2026 · updated Sep 11, 2026
### Summary The fix [here](https://github.com/vllm-project/vllm/pull/27204) for CVE-2025-62164 is not sufficient. The fix only disables prompt embeds by default rather than addressing the root cause, so the DoS vulnerability remains when the feature is enabled. ### Details vLLM's pending change attempts to fix the root cause, which is the missing sparse tensor validation. PyTorch (~v2.0) disables sparse tensor validation (specifically, sparse tensor invariants checks) by default for performance reasons. vLLM is adding the sparse tensor validation to ensure indices are valid, non-negative, and within bounds. These checks help catch malformed tensors. ### PoC NA ### Impact Current fix only added a flag to disable/enable prompt embeds, so by default, prompt embeds feature is disabled in vLLM, which stops DoS attacks through the embeddings. However, It doesn’t address the problem when the flag is enabled and there is still potential for DoS attacks. ### Changes * https://github.com/vllm-project/vllm/pull/30649
Affected versions
| Package | Affected | Fixed in |
|---|---|---|
| vllm PyPI | >= 0.10.2, < 0.13.0 | 0.13.0 |
Details and references
- CVSS 3.1
- CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H
- Severity from
- GitHub (reviewed advisory)
- Weakness
- CWE-123, CWE-20, CWE-502, CWE-787
- Also known as
- CVE-2026-56340, PYSEC-2026-250
- github.com/vllm-project/vllm/security/advisories/GHSA-mcmc-2m55-j8jj
- github.com/vllm-project/vllm/pull/30649
- access.redhat.com/security/cve/CVE-2026-56340
- bugzilla.redhat.com/show_bug.cgi?id=2491060
- github.com/pypa/advisory-database/tree/main/vulns/vllm/PYSEC-2026-250.yaml
- github.com/vllm-project/vllm
- security.access.redhat.com/data/csaf/v2/vex/2026/cve-2026-56340.json
- www.vulncheck.com/advisories/vllm-denial-of-service-via-unvalidated-multimodal-embeddings
More vLLM advisories
All vLLM| Date | Advisory | Severity | Fixed in |
|---|---|---|---|
| Feb 2 | vLLM has RCE In Video Processing | Critical9.8 | 0.14.1 |
| Jan 28 | vLLM vulnerable to Server-Side Request Forgery (SSRF) through MediaConnector | High7.1 | 0.14.1 |
| Jan 21 | vLLM affected by RCE via auto_map dynamic module loading during model initialization | High8.8 | 0.14.0 |
| Jan 13 | vLLM is vulnerable to DoS in Idefics3 vision models via image payload with ambiguous dimensions | Medium6.5 | 0.12.0 |
| Dec 22025 | vLLM vulnerable to remote code execution via transformers_utils/get_config | High7.1 | 0.11.1 |
| Nov 202025 | vLLM: resource exhaustion | Medium6.5 | 0.11.1 |