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TensorFlowGHSA-57wx-m983-2f88

Incomplete validation in boosted trees code

Critical9.3CVE-2021-41208 · Published Nov 10, 2021 · updated Jul 8, 2026

### Impact The [code for boosted trees in TensorFlow](https://github.com/tensorflow/tensorflow/blob/e0b6e58c328059829c3eb968136f17aa72b6c876/tensorflow/core/kernels/boosted_trees/stats_ops.cc) is still missing validation. As a result, attackers can trigger denial of service (via dereferencing `nullptr`s or via `CHECK`-failures) as well as abuse undefined behavior (binding references to `nullptr`s). An attacker can also read and write from heap buffers, depending on the API that gets used and the arguments that are passed to the call. **Note**: Given that the boosted trees implementation in TensorFlow is unmaintained, it is recommend to no longer use these APIs. Instead, please use the downstream [TensorFlow Decision Forests](https://github.com/tensorflow/decision-forests) project which is newer and supports more features. We will deprecate TensorFlow's boosted trees APIs in subsequent releases. ### Patches We have patched the issue in GitHub commit [5c8c9a8bfe750f9743d0c859bae112060b216f5c](https://github.com/tensorflow/tensorflow/commit/5c8c9a8bfe750f9743d0c859bae112060b216f5c). The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6...

GitHub advisory

Affected versions

PackageAffectedFixed in
tensorflow
PyPI
>= 2.6.0, < 2.6.12.6.1
>= 2.5.0, < 2.5.22.5.2
< 2.4.42.4.4
Details and references

### Impact The [code for boosted trees in TensorFlow](https://github.com/tensorflow/tensorflow/blob/e0b6e58c328059829c3eb968136f17aa72b6c876/tensorflow/core/kernels/boosted_trees/stats_ops.cc) is still missing validation. As a result, attackers can trigger denial of service (via dereferencing `nullptr`s or via `CHECK`-failures) as well as abuse undefined behavior (binding references to `nullptr`s). An attacker can also read and write from heap buffers, depending on the API that gets used and the arguments that are passed to the call. **Note**: Given that the boosted trees implementation in TensorFlow is unmaintained, it is recommend to no longer use these APIs. Instead, please use the downstream [TensorFlow Decision Forests](https://github.com/tensorflow/decision-forests) project which is newer and supports more features. We will deprecate TensorFlow's boosted trees APIs in subsequent releases. ### Patches We have patched the issue in GitHub commit [5c8c9a8bfe750f9743d0c859bae112060b216f5c](https://github.com/tensorflow/tensorflow/commit/5c8c9a8bfe750f9743d0c859bae112060b216f5c). The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6.1, TensorFlow 2.5.2, and TensorFlow 2.4.4, 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 members of the Aivul Team from Qihoo 360.

CVSS 3.1
CVSS:3.1/AV:L/AC:L/PR:N/UI:N/S:C/C:H/I:H/A:H
Severity from
GitHub (reviewed advisory)
Weakness
CWE-476, CWE-824
Also known as
BIT-tensorflow-2021-41208, CVE-2021-41208, PYSEC-2021-400, PYSEC-2021-617, PYSEC-2021-815

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