Severity by source
AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H
Primary rating from NVD · only source for this CVE.
CVSS VectorNVD
Lifecycle Timeline
4DescriptionCVE.org
NVIDIA Triton Inference Server contains a vulnerability where an attacker could cause a server crash by sending a malformed request to the server. A successful exploit of this vulnerability might lead to denial of service.
AnalysisAI
Remote denial of service in NVIDIA Triton Inference Server (all versions prior to r26.02) allows unauthenticated attackers to crash the server via malformed requests. The vulnerability has a CVSS score of 7.5 with network-accessible attack vector and low complexity, requiring no privileges or user interaction. EPSS data not provided; no public exploit identified at time of analysis. The issue stems from improper conversion between numeric types (CWE-681), enabling trivial service disruption for ML inference workloads.
Technical ContextAI
NVIDIA Triton Inference Server is an open-source inference serving platform for deploying trained AI models at scale. The vulnerability resides in the server's request parsing logic, classified as CWE-681 (Incorrect Conversion between Numeric Types). This weakness class typically involves integer overflow, truncation, or type confusion when converting between numeric representations (e.g., string-to-integer, float-to-int, signed-to-unsigned). In network-facing services, such conversion errors can cause exceptions, crashes, or undefined behavior when processing untrusted input. The affected component is identified by CPE cpe:2.3:a:nvidia:triton_inference_server, indicating the core server application across all deployment modes (Docker, Kubernetes, bare metal). Given Triton's role in production ML pipelines, a crash vulnerability directly impacts model availability for real-time inference applications.
RemediationAI
Upgrade immediately to NVIDIA Triton Inference Server release r26.02 or later, which addresses the malformed request handling flaw. Download the patched release from NVIDIA's official distribution channels (NGC container registry or GitHub releases). For containerized deployments, update base images and redeploy pods/containers with version tag r26.02+. Verify version post-upgrade using tritonserver --version command. As an interim mitigation for environments unable to patch immediately, implement strict network segmentation to limit Triton server exposure to trusted clients only, deploy web application firewall (WAF) rules to filter malformed requests if signatures become available, and enable comprehensive monitoring/alerting for unexpected server crashes. The official vendor security bulletin at https://nvidia.custhelp.com/app/answers/detail/a_id/5816 provides additional remediation guidance and version-specific instructions. No workaround fully eliminates the vulnerability; patching to r26.02 is the definitive solution.
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Same weakness CWE-681 – Incorrect Conversion between Numeric Types
View allSame technique Denial Of Service
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External POC / Exploit Code
Leaving vuln.today
EUVD-2026-19757