Vulnerability Details : CVE-2022-36027
Potential exploit
TensorFlow is an open source platform for machine learning. When converting transposed convolutions using per-channel weight quantization the converter segfaults and crashes the Python process. We have patched the issue in GitHub commit aa0b852a4588cea4d36b74feb05d93055540b450. The fix will be included in TensorFlow 2.10.0. We will also cherrypick this commit on TensorFlow 2.9.1, TensorFlow 2.8.1, and TensorFlow 2.7.2, as these are also affected and still in supported range. There are no known workarounds for this issue.
Vulnerability category: Input validation
Products affected by CVE-2022-36027
- cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:*
- cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:*
- cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:*
- cpe:2.3:a:google:tensorflow:2.10:rc1:*:*:*:*:*:*
- cpe:2.3:a:google:tensorflow:2.10:rc2:*:*:*:*:*:*
- cpe:2.3:a:google:tensorflow:2.10:rc3:*:*:*:*:*:*
- cpe:2.3:a:google:tensorflow:2.10:rc0:*:*:*:*:*:*
Exploit prediction scoring system (EPSS) score for CVE-2022-36027
0.11%
Probability of exploitation activity in the next 30 days
EPSS Score History
~ 45 %
Percentile, the proportion of vulnerabilities that are scored at or less
CVSS scores for CVE-2022-36027
Base Score | Base Severity | CVSS Vector | Exploitability Score | Impact Score | Score Source | First Seen |
---|---|---|---|---|---|---|
7.5
|
HIGH | CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H |
3.9
|
3.6
|
NIST | |
5.9
|
MEDIUM | CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H |
2.2
|
3.6
|
GitHub, Inc. |
CWE ids for CVE-2022-36027
-
The product receives input or data, but it does not validate or incorrectly validates that the input has the properties that are required to process the data safely and correctly.Assigned by: security-advisories@github.com (Secondary)
References for CVE-2022-36027
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https://github.com/tensorflow/tensorflow/commit/aa0b852a4588cea4d36b74feb05d93055540b450
Skip reordering dq-q patterns when the new quantization dimension is … · tensorflow/tensorflow@aa0b852 · GitHubPatch;Third Party Advisory
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https://github.com/tensorflow/tensorflow/security/advisories/GHSA-79h2-q768-fpxr
Segfault TFLite converter on per-channel quantized transposed convolutions · Advisory · tensorflow/tensorflow · GitHubThird Party Advisory
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https://github.com/tensorflow/tensorflow/issues/53767
TFLite Converter segfaults when trying to convert per-channel quantized transposed convolutions · Issue #53767 · tensorflow/tensorflow · GitHubExploit;Third Party Advisory
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