PyPI: tensorflow-macos
CVE-2023-25661
Safety vulnerability ID: SFTY-20230327-19976
Safety legacy ID: pyup.io-58248
Tensorflow-macos 2.11.1 and 2.12.0 include a fix for CVE-2023-25661: In versions prior to 2.11.1 a malicious invalid input crashes a tensorflow model (Check Failed) and can be used to trigger a denial of service attack. A proof of concept can be constructed with the 'Convolution3DTranspose' function. This Convolution3DTranspose layer is a very common API in modern neural networks. The ML models containing such vulnerable components could be deployed in ML applications or as cloud services. This failure could be potentially used to trigger a denial of service attack on ML cloud services. An attacker must have privilege to provide input to a 'Convolution3DTranspose' call. https://github.com/tensorflow/tensorflow/security/advisories/GHSA-fxgc-95xx-grvq
Overview
TensorFlow Denial of Service vulnerability
Advisory
Tensorflow-macos 2.11.1 and 2.12.0 include a fix for CVE-2023-25661: In versions prior to 2.11.1 a malicious invalid input crashes a tensorflow model (Check Failed) and can be used to trigger a denial of service attack. A proof of concept can be constructed with the 'Convolution3DTranspose' function. This Convolution3DTranspose layer is a very common API in modern neural networks. The ML models containing such vulnerable components could be deployed in ML applications or as cloud services. This failure could be potentially used to trigger a denial of service attack on ML cloud services. An attacker must have privilege to provide input to a 'Convolution3DTranspose' call. https://github.com/tensorflow/tensorflow/security/advisories/GHSA-fxgc-95xx-grvq
Affected Package
Also affects
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How to Fix
Mitigation and Workarounds
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Vulnerable Functions
Functions linked to known vulnerabilities.
References
- https://getsafety.com/vulnerabilities/SFTY-20230327-19976/CVE-2023-25661
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-fxgc-95xx-grvq
- https://github.com/keras-team/keras/commit/85db5d07db54b853484bfd358c3894d948c36baf
- https://github.com/tensorflow/tensorflow/commit/948fe6369a5711d4b4568ea9bbf6015c6dfb77e2
- https://nvd.nist.gov/vuln/detail/CVE-2023-25661
- https://github.com/advisories/GHSA-fxgc-95xx-grvq
Verified by Safety
Our Cybersecurity Intelligence Team reviewed this vulnerability. We combine public data with our own research to find issues not yet reported to public sources.
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