CVE-2026-65104
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NVIDIA Megatron-LM Inference Cache Hash Collision

Vulnerability report for CVE-2026-65104, including description, CVSS score, EPSS score, affected products, exploitability, helpful resources, and attack-flow context.

Publication date: 2026-10-13

Last updated on: 2026-10-13

Assigner: NVIDIA Corporation

Description

NVIDIA Megatron-LM for all platforms contains a vulnerability in inference, where an attacker could cause hash collisions in the cache used for inference requests. A successful exploit of this vulnerability might lead to data tampering and partial information disclosure.

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Meta Information

Published
2026-10-13
Last Modified
2026-10-13
Generated
2026-10-13
AI Q&A
2026-10-13
EPSS Evaluated
N/A
NVD
EUVD

Affected Vendors & Products

Showing 1 associated CPE
Vendor Product Version / Range
NVIDIA Megatron-LM 0 to 17

Helpful Resources

Exploitability

CWE
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KEV
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CWE ID Description
CWE-328 The product uses an algorithm that produces a digest (output value) that does not meet security expectations for a hash function that allows an adversary to reasonably determine the original input (preimage attack), find another input that can produce the same hash (2nd preimage attack), or find multiple inputs that evaluate to the same hash (birthday attack).

Attack-Flow Graph

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Executive Summary

NVIDIA Megatron-LM has a vulnerability where an attacker could cause hash collisions in the cache used for inference requests. This might allow data tampering and partial information disclosure.

Impact Analysis

An attacker could exploit this to tamper with data processed by NVIDIA Megatron-LM or disclose partial information. This could affect the integrity and confidentiality of data handled by the system.

Compliance Impact

This vulnerability could lead to data tampering and information disclosure, which may violate compliance requirements for data integrity and confidentiality in standards like GDPR and HIPAA.

Mitigation Strategies

Monitor for unusual inference request patterns or cache collisions. Review NVIDIA's official security bulletin for specific patches or updates. Ensure access controls are enforced for inference requests to limit potential exploitation.

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