Severity by source
AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H
Primary rating from NVD · only source for this CVE.
CVSS VectorNVD
CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H
Lifecycle Timeline
1DescriptionCVE.org
NVIDIA NVTabular contains a vulnerability where an attacker could cause improper deserialization of untrusted data. A successful exploit of this vulnerability might lead to code execution, data tampering, and information disclosure.
AnalysisAI
Local code execution in NVIDIA NVTabular allows a low-privileged attacker to abuse insecure deserialization of untrusted data, potentially leading to arbitrary code execution, data tampering, and information disclosure on the host running the library. The flaw carries a CVSS 7.8 (High) rating with confidentiality, integrity, and availability all marked High, and currently no public exploit identified at time of analysis. …
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Attack ChainAIDerived
Hypothetical attack flow derived from CVE metadata
Vulnerability AssessmentAI
| Exploitation | Attacker requires local access to the host running NVTabular and at least low-level privileges (CVSS PR:L) - typically an account that can write to a directory from which NVTabular loads serialized workflow, schema, or preprocessing objects, or the ability to substitute a dataset/model artifact that a higher-privileged training job will deserialize. … Additional conditions and limiting factors are described in the full assessment. |
| Risk Assessment | The CVSS vector AV:L/AC:L/PR:L/UI:N indicates local attack vector with low privileges and no user interaction, which is consistent with a deserialization sink triggered when NVTabular loads an attacker-supplied artifact (workflow, schema, or pickled object) on a shared training host. … Full risk analysis with EPSS, KEV, and SSVC signal comparison available after sign-in. |
| Exploit Scenario | An attacker with a low-privileged account on a shared ML training host (or who can place a file in a path the training pipeline reads) crafts a malicious pickled NVTabular workflow or preprocessing artifact containing a __reduce__ gadget. When a data scientist or scheduled job invokes the standard NVTabular load routine against the artifact, the deserializer executes the embedded payload in-process, yielding code execution as the pipeline user and access to any training data, credentials, or GPU resources that account can reach. … |
| Remediation | Patch available per vendor advisory - upgrade NVTabular to the fixed release identified in NVIDIA security bulletin a_id 5851 at https://nvidia.custhelp.com/app/answers/detail/a_id/5851, citing the exact version listed by NVIDIA at the time of patching (no specific version was provided in the input data, so do not assume one). … Detailed patch versions, workarounds, and compensating controls in full report. |
Recommended ActionAI
24 hours: Identify all systems running NVTabular and restrict local access to essential personnel only; audit recent system activity logs for suspicious processes or file access. …
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External POC / Exploit Code
Leaving vuln.today
EUVD-2026-33985
GHSA-g694-w46x-9wjv