Severity by source
AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H
Primary rating from Vendor (nvidia) · only source for this CVE.
CVSS VectorVendor: nvidia
Lifecycle Timeline
1DescriptionCVE.org
NVIDIA Triton Inference Server contains a vulnerability where an attacker could cause a path traversal issue. A successful exploit of this vulnerability might lead to denial of service.
AnalysisAI
Denial of service in NVIDIA Triton Inference Server can be triggered remotely without authentication via a path traversal flaw (CWE-22), enabling unauthenticated network attackers to disrupt model-serving availability. The CVSS 7.5 score reflects high availability impact with no confidentiality or integrity loss, and no public exploit has been identified at time of analysis.
Technical ContextAI
NVIDIA Triton Inference Server is an open-source inference-serving platform used to deploy AI/ML models (TensorFlow, PyTorch, ONNX, TensorRT, etc.) at scale via HTTP/REST and gRPC endpoints, commonly fronting GPU-backed model repositories in production ML pipelines. The root cause is CWE-22 (Improper Limitation of a Pathname to a Restricted Directory - 'Path Traversal'), meaning user-controlled input referencing filesystem paths is not sufficiently sanitized, allowing references outside an intended directory. In Triton, such input typically flows through model-name, model-repository, or file-handling parameters in the inference API, where traversal sequences can be abused to reference unintended files and crash or hang the server. The single CPE entry (cpe:2.3:a:nvidia:triton_inference_server:*:*:*) confirms the product scope but does not narrow specific versions.
RemediationAI
Patch available per vendor advisory - consult NVIDIA's security bulletin at https://nvidia.custhelp.com/app/answers/detail/a_id/5828 for the exact fixed version and upgrade to it as the primary remediation; corroborating records are at https://nvd.nist.gov/vuln/detail/CVE-2026-24209 and https://www.cve.org/CVERecord?id=CVE-2026-24209. Until the patched build is deployed, restrict network reachability of Triton's HTTP/REST (default 8000) and gRPC (default 8001) endpoints to trusted clients via firewall or service-mesh policy (trade-off: breaks any direct external integrations), place Triton behind an authenticating reverse proxy or API gateway that strips traversal sequences such as '../' and URL-encoded variants from path/model-name parameters (trade-off: may require request-shape changes for legitimate clients), and run Triton as an unprivileged user inside a container with a read-only model repository mount to limit the blast radius of any file reference (trade-off: requires deployment changes and may affect dynamic model loading). Monitor Triton logs for repeated 4xx/5xx spikes and process restarts as early indicators of DoS probing.
More in Triton Inference Server
View allAuthentication bypass in NVIDIA Triton Inference Server allows unauthenticated remote attackers to reach protected funct
Path traversal in NVIDIA Triton Inference Server for Linux (CWE-22) lets remote attackers manipulate file paths to reach
Authentication bypass in NVIDIA Triton Inference Server allows remote unauthenticated attackers to circumvent access con
Integer overflow in the DALI backend of NVIDIA Triton Inference Server allows authenticated remote attackers to trigger
Out-of-bounds read in the DALI backend of NVIDIA Triton Inference Server allows authenticated remote attackers to trigge
NVIDIA Triton Inference Server for Linux contains a vulnerability where a user can set the logging location to an arbitr
NVIDIA Triton Inference Server for Linux contains a vulnerability in the tracing API, where a user can corrupt system fi
NVIDIA Triton Inference Server for Linux contains a vulnerability in shared memory APIs, where a user can cause an impro
Denial of service in NVIDIA Triton Inference Server for Linux allows remote unauthenticated attackers to exhaust server
Denial of service in NVIDIA Triton Inference Server for Linux (versions through 26.03) allows a remote attacker to crash
Denial of service in NVIDIA Triton Inference Server for Linux exposes AI inference infrastructure to remote disruption t
Unbounded resource allocation in NVIDIA Triton Inference Server for Linux allows remote, unauthenticated attackers to ex
Same weakness CWE-22 – Path Traversal
View allSame technique Denial Of Service
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External POC / Exploit Code
Leaving vuln.today
EUVD-2026-31051
GHSA-mf6v-qv54-r9qj