Heap buffer overflow in Tensorflow
Medium8.5CVE-2020-15195 · Published Sep 25, 2020 · updated Jul 8, 2026
### Impact The implementation of `SparseFillEmptyRowsGrad` uses a double indexing pattern: https://github.com/tensorflow/tensorflow/blob/0e68f4d3295eb0281a517c3662f6698992b7b2cf/tensorflow/core/kernels/sparse_fill_empty_rows_op.cc#L263-L269 It is possible for `reverse_index_map(i)` to be an index outside of bounds of `grad_values`, thus resulting in a heap buffer overflow. ### Patches We have patched the issue in 390611e0d45c5793c7066110af37c8514e6a6c54 and will release a patch release for all affected versions. We recommend users to upgrade to TensorFlow 1.15.4, 2.0.3, 2.1.2, 2.2.1, or 2.3.1. ### 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 members of the Aivul Team from Qihoo 360.
Affected versions
| Package | Affected | Fixed in |
|---|---|---|
| tensorflow PyPI | < 1.15.4 | 1.15.4 |
| >= 2.0.0, < 2.0.3 | 2.0.3 | |
| >= 2.1.0, < 2.1.2 | 2.1.2 | |
| >= 2.2.0, < 2.2.1 | 2.2.1 | |
| >= 2.3.0, < 2.3.1 | 2.3.1 |
Details and references
- CVSS 3.1
- CVSS:3.1/AV:N/AC:H/PR:L/UI:N/S:C/C:H/I:H/A:H
- Severity from
- GitHub (reviewed advisory)
- Weakness
- CWE-119, CWE-122, CWE-787
- Also known as
- BIT-tensorflow-2020-15195, CVE-2020-15195, PYSEC-2020-118, PYSEC-2020-275, PYSEC-2020-310
- github.com/tensorflow/tensorflow/security/advisories/GHSA-63xm-rx5p-xvqr
- nvd.nist.gov/vuln/detail/CVE-2020-15195
- github.com/tensorflow/tensorflow/commit/390611e0d45c5793c7066110af37c8514e6a6c54
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2020-275.yaml
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2020-310.yaml
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2020-118.yaml
- github.com/tensorflow/tensorflow
- github.com/tensorflow/tensorflow/releases/tag/v2.3.1
- lists.opensuse.org/opensuse-security-announce/2020-10/msg00065.html
More TensorFlow advisories
All TensorFlow| Date | Advisory | Severity | Fixed in |
|---|---|---|---|
| Sep 252020 | Out of bounds access in tensorflow-lite | Critical8.1 | 2.2.1+1 more |
| Sep 252020 | Out of bounds write in tensorflow-lite | Critical8.1 | 2.2.1+1 more |
| Sep 252020 | Denial of service in tensorflow-lite | Medium4.0 | 2.2.1+1 more |
| Sep 252020 | Segmentation fault in tensorflow-lite | High6.5 | 1.15.4+4 more |
| Sep 252020 | Out of bounds access in tensorflow-lite | Medium4.8 | 1.15.4+4 more |
| Sep 252020 | Null pointer dereference in tensorflow-lite | High5.9 | 1.15.4+4 more |