Missing validation causes denial of service in TensorFlow via `LoadAndRemapMatrix`
Priority MEDIUM 58CWE-20Published · Updated
Key facts
- Attack vector
- Local
- Privileges required
- Low
- User interaction
- None
- Attack complexity
- Low
- Impact type
- —
- Confidentiality · integrity · availability
- None · None · High
- Fix status
- Fixed
Attack profile from CVSS 3.1 · CNA. Fix status from CNA and GitHub.
Summary
TensorFlow is an open source platform for machine learning. Prior to versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4, the implementation of `tf.raw_ops.LoadAndRemapMatrix does not fully validate the input arguments. This results in a `CHECK`-failure which can be used to trigger a denial of service attack. The code assumes `initializing_values` is a vector but there is no validation for this before accessing its value. Versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4 contain a patch for this issue.
Why it matters now
Exploitation Proof of concept CISA SSVC · not in CISA KEV
EPSS 0.00325 25th percentileScored 2026-11-07
Public exploit Yes 1 exploit referenceTagged by NVD
Fix Fixed tensorflow (tensorflow): 2.6.4, 2.7.2, 2.8.1 +1tensorflow (PyPI): 2.6.4, 2.7.2, 2.8.1+2 more products
SSVC decision points
CISA ADP · SSVC 2.0.3
- Exploitation
- Poc
- Automatable
- No
- Technical impact
- Partial
The decision (Track, Attend, Act) also depends on your mission and well-being impact; see CISA's SSVC guide.
Affected products
| Vendor | Product | Affected versions | Fixed in | Status | Source |
|---|---|---|---|---|---|
| tensorflow | before 2.6.4; 2.7.0rc0 to before 2.7.2; 2.8.0rc0 to before 2.8.1; 2.9.0rc0 to before 2.9.0 | 2.6.4, 2.7.2, 2.8.1, 2.9.0 | Patch available | CNA | |
| — | tensorflow (PyPI) | before 2.6.4 | 2.6.4 | Patch available | GHSA-p9rc-rmr5-529j |
| — | tensorflow (PyPI) | 2.7.0 to before 2.7.2 | 2.7.2 | Patch available | GHSA-p9rc-rmr5-529j |
| — | tensorflow (PyPI) | 2.8.0 to before 2.8.1 | 2.8.1 | Patch available | GHSA-p9rc-rmr5-529j |
| — | tensorflow-cpu (PyPI) | before 2.6.4 | 2.6.4 | Patch available | GHSA-p9rc-rmr5-529j |
| — | tensorflow-cpu (PyPI) | 2.7.0 to before 2.7.2 | 2.7.2 | Patch available | GHSA-p9rc-rmr5-529j |
| — | tensorflow-cpu (PyPI) | 2.8.0 to before 2.8.1 | 2.8.1 | Patch available | GHSA-p9rc-rmr5-529j |
| — | tensorflow-gpu (PyPI) | before 2.6.4 | 2.6.4 | Patch available | GHSA-p9rc-rmr5-529j |
| — | tensorflow-gpu (PyPI) | 2.7.0 to before 2.7.2 | 2.7.2 | Patch available | GHSA-p9rc-rmr5-529j |
| — | tensorflow-gpu (PyPI) | 2.8.0 to before 2.8.1 | 2.8.1 | Patch available | GHSA-p9rc-rmr5-529j |
- tensorflow VendorGoogle Affected before 2.6.4; 2.7.0rc0 to before 2.7.2; 2.8.0rc0 to before 2.8.1; 2.9.0rc0 to before 2.9.0 Fixed in 2.6.4, 2.7.2, 2.8.1, 2.9.0 Patch available CNA
- tensorflow (PyPI) Vendor— Affected before 2.6.4 Fixed in 2.6.4 Patch available GHSA-p9rc-rmr5-529j
- tensorflow (PyPI) Vendor— Affected 2.7.0 to before 2.7.2 Fixed in 2.7.2 Patch available GHSA-p9rc-rmr5-529j
- tensorflow (PyPI) Vendor— Affected 2.8.0 to before 2.8.1 Fixed in 2.8.1 Patch available GHSA-p9rc-rmr5-529j
- tensorflow-cpu (PyPI) Vendor— Affected before 2.6.4 Fixed in 2.6.4 Patch available GHSA-p9rc-rmr5-529j
- tensorflow-cpu (PyPI) Vendor— Affected 2.7.0 to before 2.7.2 Fixed in 2.7.2 Patch available GHSA-p9rc-rmr5-529j
- tensorflow-cpu (PyPI) Vendor— Affected 2.8.0 to before 2.8.1 Fixed in 2.8.1 Patch available GHSA-p9rc-rmr5-529j
- tensorflow-gpu (PyPI) Vendor— Affected before 2.6.4 Fixed in 2.6.4 Patch available GHSA-p9rc-rmr5-529j
- tensorflow-gpu (PyPI) Vendor— Affected 2.7.0 to before 2.7.2 Fixed in 2.7.2 Patch available GHSA-p9rc-rmr5-529j
- tensorflow-gpu (PyPI) Vendor— Affected 2.8.0 to before 2.8.1 Fixed in 2.8.1 Patch available GHSA-p9rc-rmr5-529j
CPE configurations NVD · 8
| CPE | Versions | Role | Vendor |
|---|---|---|---|
| cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:* | before 2.6.4; 2.7.0 to before 2.7.2 | Vulnerable | |
| cpe:2.3:a:google:tensorflow:2.7.0:rc0:*:*:*:*:*:* | 2.7.0 rc0 | Vulnerable | |
| cpe:2.3:a:google:tensorflow:2.7.0:rc1:*:*:*:*:*:* | 2.7.0 rc1 | Vulnerable | |
| cpe:2.3:a:google:tensorflow:2.8.0:-:*:*:*:*:*:* | 2.8.0 | Vulnerable | |
| cpe:2.3:a:google:tensorflow:2.8.0:rc0:*:*:*:*:*:* | 2.8.0 rc0 | Vulnerable | |
| cpe:2.3:a:google:tensorflow:2.8.0:rc1:*:*:*:*:*:* | 2.8.0 rc1 | Vulnerable | |
| cpe:2.3:a:google:tensorflow:2.9.0:rc0:*:*:*:*:*:* | 2.9.0 rc0 | Vulnerable | |
| cpe:2.3:a:google:tensorflow:2.9.0:rc1:*:*:*:*:*:* | 2.9.0 rc1 | Vulnerable |
- cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:* Versions before 2.6.4; 2.7.0 to before 2.7.2 Vulnerable ·Google
- cpe:2.3:a:google:tensorflow:2.7.0:rc0:*:*:*:*:*:* Versions 2.7.0 rc0 Vulnerable ·Google
- cpe:2.3:a:google:tensorflow:2.7.0:rc1:*:*:*:*:*:* Versions 2.7.0 rc1 Vulnerable ·Google
- cpe:2.3:a:google:tensorflow:2.8.0:-:*:*:*:*:*:* Versions 2.8.0 Vulnerable ·Google
- cpe:2.3:a:google:tensorflow:2.8.0:rc0:*:*:*:*:*:* Versions 2.8.0 rc0 Vulnerable ·Google
- cpe:2.3:a:google:tensorflow:2.8.0:rc1:*:*:*:*:*:* Versions 2.8.0 rc1 Vulnerable ·Google
- cpe:2.3:a:google:tensorflow:2.9.0:rc0:*:*:*:*:*:* Versions 2.9.0 rc0 Vulnerable ·Google
- cpe:2.3:a:google:tensorflow:2.9.0:rc1:*:*:*:*:*:* Versions 2.9.0 rc1 Vulnerable ·Google
Remediation
- Fix · CNA tensorflow (tensorflow) Fixed in 2.6.4, 2.7.2, 2.8.1, 2.9.0
- Fix · GHSA-p9rc-rmr5-529j tensorflow (PyPI) Fixed in 2.6.4 Advisory →
- Fix · GHSA-p9rc-rmr5-529j tensorflow (PyPI) Fixed in 2.7.2 Advisory →
- Fix · GHSA-p9rc-rmr5-529j tensorflow (PyPI) Fixed in 2.8.1 Advisory →
- Fix · GHSA-p9rc-rmr5-529j tensorflow-cpu (PyPI) Fixed in 2.6.4 Advisory →
- Fix · GHSA-p9rc-rmr5-529j tensorflow-cpu (PyPI) Fixed in 2.7.2 Advisory →
- Fix · GHSA-p9rc-rmr5-529j tensorflow-cpu (PyPI) Fixed in 2.8.1 Advisory →
- Fix · GHSA-p9rc-rmr5-529j tensorflow-gpu (PyPI) Fixed in 2.6.4 Advisory →
- Fix · GHSA-p9rc-rmr5-529j tensorflow-gpu (PyPI) Fixed in 2.7.2 Advisory →
- Fix · GHSA-p9rc-rmr5-529j tensorflow-gpu (PyPI) Fixed in 2.8.1 Advisory →
Timeline
- 2026-10-02 Threatist record created from CVE-2022-29199
- 2026-10-03 Alias added: GHSA-p9rc-rmr5-529j
References
Advisory 6
- https://github.com/tensorflow/tensorflow/releases/tag/v2.6.4
- https://github.com/tensorflow/tensorflow/releases/tag/v2.7.2
- https://github.com/tensorflow/tensorflow/releases/tag/v2.8.1
- https://github.com/tensorflow/tensorflow/releases/tag/v2.9.0
- https://github.com/tensorflow/tensorflow/blob/f3b9bf4c3c0597563b289c0512e98d4ce81f886e/tensorflow/core/kernels/load_and_remap_matrix_op.cc#L70-L98
- https://nvd.nist.gov/vuln/detail/CVE-2022-29199
More Google Tensorflow vulnerabilities
- TI-2022-20241 FractionalMaxPool and FractionalAVGPool heap out-of-bounds acess in Tensorflow CVSS 3.1CRITICAL 9.8
- TI-2022-07640 Integer overflow in Tensorflow CVSS 3.1CRITICAL 9.8
- TI-2022-07627 Out of bounds read and write in Tensorflow CVSS 3.1HIGH 8.8
- TI-2022-07619 Out of bounds write in Tensorflow CVSS 3.1HIGH 8.8
- TI-2022-07613 Read and Write outside of bounds in TFLite CVSS 3.1HIGH 8.8
- TI-2022-07612 Integer overflow in TFLite CVSS 3.1HIGH 8.8
Sources
- CVE-2022-29199 · CVE Program
- CVE-2022-29199 · NVD
- FIRST EPSS
- GHSA-p9rc-rmr5-529j · GitHub Advisory Database · CC BY 4.0
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