Read and Write outside of bounds in TensorFlow
High8.8CVE-2022-23560 · Published Feb 9, 2022 · updated Jul 13, 2026
### Impact An attacker can craft a TFLite model that would allow limited reads and writes outside of arrays in TFLite. This exploits missing validation in [the conversion from sparse tensors to dense tensors](https://github.com/tensorflow/tensorflow/blob/ca6f96b62ad84207fbec580404eaa7dd7403a550/tensorflow/lite/kernels/internal/utils/sparsity_format_converter.cc#L252-L293). ### Patches We have patched the issue in GitHub commit [6364463d6f5b6254cac3d6aedf999b6a96225038](https://github.com/tensorflow/tensorflow/commit/6364463d6f5b6254cac3d6aedf999b6a96225038). The fix will be included in TensorFlow 2.8.0. We will also cherrypick this commit on TensorFlow 2.7.1, TensorFlow 2.6.3, and TensorFlow 2.5.3, as these are also affected and still in supported range. ### For more information Please consult [our security guide](https://github.com/tensorflow/tensorflow/blob/master/SECURITY.md) for more information regarding the security model and how to contact us with issues and questions. ### Attribution This vulnerability has been reported by Wang Xuan of Qihoo 360 AIVul Team.
Affected versions
| Package | Affected | Fixed in |
|---|---|---|
| tensorflow PyPI | < 2.5.3 | 2.5.3 |
| >= 2.6.0, < 2.6.3 | 2.6.3 | |
| >= 2.7.0, < 2.7.1 | 2.7.1 |
Details and references
- CVSS 3.1
- CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H
- Severity from
- GitHub (reviewed advisory)
- Weakness
- CWE-125, CWE-787
- Also known as
- BIT-tensorflow-2022-23560, CVE-2022-23560, PYSEC-2022-124, PYSEC-2022-69, PYSEC-2026-3099
- github.com/tensorflow/tensorflow/security/advisories/GHSA-4hvf-hxvg-f67v
- nvd.nist.gov/vuln/detail/CVE-2022-23560
- github.com/tensorflow/tensorflow/commit/6364463d6f5b6254cac3d6aedf999b6a96225038
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-69.yaml
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-124.yaml
- github.com/tensorflow/tensorflow
- github.com/tensorflow/tensorflow/blob/ca6f96b62ad84207fbec580404eaa7dd7403a550/tensorflow/lite/kernels/internal/utils/sparsity_format_converter.cc#L252-L293
More TensorFlow advisories
All TensorFlow| Date | Advisory | Severity | Fixed in |
|---|---|---|---|
| Feb 92022 | Use after free in `DecodePng` kernel | High7.6 | 2.5.3+2 more |
| Feb 92022 | Out of bounds write in Tensorflow | High8.8 | 2.5.3+2 more |
| Feb 92022 | Reachable Assertion in Tensorflow | High6.5 | 2.5.3+2 more |
| Feb 92022 | Insecure temporary file in Tensorflow | High7.1 | 2.5.3+2 more |
| Feb 92022 | Integer overflow in Tensorflow | High7.6 | 2.5.3+2 more |
| Feb 92022 | Out of bounds write in TFLite | High8.8 | 2.5.3+2 more |