CVE-2023-25670
Python vulnerability analysis and mitigation

Overview

TensorFlow, an open source platform for machine learning, was found to have a null pointer error in QuantizedMatMulWithBiasAndDequantize functionality when MKL (Math Kernel Library) is enabled. This vulnerability, identified as CVE-2023-25670, affects versions prior to 2.12.0 and 2.11.1. The issue was discovered and reported by r3pwnx (GitHub Advisory).

Technical details

The vulnerability is classified as a NULL Pointer Dereference (CWE-476) with a CVSS v3.1 base score of 7.5 (HIGH), and vector string CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H. The issue occurs specifically when using the QuantizedMatMulWithBiasAndDequantize operation with MKL enabled, where certain parameter configurations can trigger a null pointer exception (NVD).

Impact

The vulnerability can lead to service disruption through application crashes when the affected functionality is invoked. Given the CVSS score and vector string, the vulnerability is remotely exploitable, requires no privileges or user interaction, and can result in high availability impact (NVD).

Mitigation and workarounds

The vulnerability has been patched in TensorFlow versions 2.12.0 and 2.11.1. Users are advised to upgrade to these or later versions. The fix was implemented in GitHub commit 8a47a39d9697969206d23a523c977238717e8727 (GitHub Advisory).

Additional resources


SourceThis report was generated using AI

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