Heap buffer overflow in Tensorflow
Medium4.8CVE-2020-15201 · Published Sep 25, 2020 · updated Jul 8, 2026
Affected versions
| Package | Affected | Fixed in |
|---|---|---|
| tensorflow PyPI | >= 2.3.0, < 2.3.1 | 2.3.1 |
Details and references
### Impact The `RaggedCountSparseOutput` implementation does not validate that the input arguments form a valid ragged tensor. In particular, there is no validation that the values in the `splits` tensor generate a valid partitioning of the `values` tensor. Hence, this code is prone to heap buffer overflow: https://github.com/tensorflow/tensorflow/blob/0e68f4d3295eb0281a517c3662f6698992b7b2cf/tensorflow/core/kernels/count_ops.cc#L248-L251 If `split_values` does not end with a value at least `num_values` then the `while` loop condition will trigger a read outside of the bounds of `split_values` once `batch_idx` grows too large. ### Patches We have patched the issue in 3cbb917b4714766030b28eba9fb41bb97ce9ee02 and will release a patch release. We recommend users to upgrade to TensorFlow 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.
- CVSS 3.1
- CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:N
- Severity from
- GitHub (reviewed advisory)
- Weakness
- CWE-122, CWE-20, CWE-787
- Also known as
- BIT-tensorflow-2020-15201, CVE-2020-15201, PYSEC-2020-124, PYSEC-2020-281, PYSEC-2020-316
- github.com/tensorflow/tensorflow/security/advisories/GHSA-p5f8-gfw5-33w4
- nvd.nist.gov/vuln/detail/CVE-2020-15201
- github.com/tensorflow/tensorflow/commit/3cbb917b4714766030b28eba9fb41bb97ce9ee02
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2020-281.yaml
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2020-316.yaml
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2020-124.yaml
- github.com/tensorflow/tensorflow
- github.com/tensorflow/tensorflow/releases/tag/v2.3.1
More TensorFlow advisories
All TensorFlow| Date | Advisory | Severity | Fixed in |
|---|---|---|---|
| Sep 252020 | Segfault in Tensorflow CVE-2020-15190Medium5.3fixed in 1.15.4, 2.0.3, 2.1.2, 2.2.1 | Medium5.3 | 1.15.4, 2.0.3, 2.1.2, 2.2.1 |
| Sep 252020 | Memory leak in Tensorflow CVE-2020-15192Medium4.3fixed in 2.2.1, 2.3.1 | Medium4.3 | 2.2.1, 2.3.1 |
| Sep 252020 | Denial of Service in Tensorflow CVE-2020-15194Medium5.3fixed in 1.15.4, 2.0.3, 2.1.2, 2.2.1 | Medium5.3 | 1.15.4, 2.0.3, 2.1.2, 2.2.1 |
| Sep 252020 | Heap buffer overflow in Tensorflow CVE-2020-15196Medium8.5fixed in 2.3.1 | Medium8.5 | 2.3.1 |
| Sep 252020 | Heap buffer overflow in Tensorflow CVE-2020-15198Medium5.4fixed in 2.3.1 | Medium5.4 | 2.3.1 |
| Sep 252020 | Denial of Service in Tensorflow CVE-2020-15199High5.9fixed in 2.3.1 | High5.9 | 2.3.1 |