CVE-2022-41885 Overflow in `FusedResizeAndPadConv2D` in Tensorflow
An integer overflow in TensorFlow's FusedResizeAndPadConv2D operation allows attackers to cause a denial of service via large tensor shapes.
- Exploited in the wild
- Not known
- Login needed
- Any signed-in user
- Attackable
- Over the internet
- Victim action needed
- A user has to click or open something
- Fix
- Available
What is CVE-2022-41885?
CVE-2022-41885 is a medium-severity vulnerability in Google Tensorflow, published on 18 Nov 2022. Any signed-in user can exploit it over the network, and only if a user opens a file or follows a link.
Official description
TensorFlow is an open source platform for machine learning. When `tf.raw_ops.FusedResizeAndPadConv2D` is given a large tensor shape, it overflows. We have patched the issue in GitHub commit d66e1d568275e6a2947de97dca7a102a211e01ce. The fix will be included in TensorFlow 2.11. We will also cherrypick this commit on TensorFlow 2.10.1, 2.9.3, and TensorFlow 2.8.4, as these are also affected and still in supported range.
Weakness: CWE-131
Which versions are affected by CVE-2022-41885?
22 open source packages ship an affected version, including tensorflow, tensorflow-cpu and tensorflow-gpu. It affects 1 product.
| Package | Affected | Fixed in |
|---|---|---|
tensorflow Bitnami | All versions | 2.7.4, 2.8.1, 2.9.1 |
tensorflow PyPI | All versions | 2.7.4, 2.8.1, 2.9.1 |
tensorflow PyPI | All versions | 2.7.4 |
tensorflow PyPI | All versions | 2.7.4 |
tensorflow PyPI | From 2.8.0 | 2.8.1 |
tensorflow PyPI | From 2.8.0 | 2.8.1 |
16 more packages
tensorflow PyPI | From 2.9.0 | 2.9.1 |
tensorflow PyPI | From 2.9.0 | 2.9.1 |
tensorflow-cpu PyPI | All versions | 2.7.4, 2.8.1, 2.9.1 |
tensorflow-cpu PyPI | All versions | 2.7.4 |
tensorflow-cpu PyPI | All versions | 2.7.4 |
tensorflow-cpu PyPI | From 2.8.0 | 2.8.1 |
tensorflow-cpu PyPI | From 2.8.0 | 2.8.1 |
tensorflow-cpu PyPI | From 2.9.0 | 2.9.1 |
tensorflow-cpu PyPI | From 2.9.0 | 2.9.1 |
tensorflow-gpu PyPI | All versions | 2.7.4, 2.8.1, 2.9.1 |
tensorflow-gpu PyPI | All versions | 2.7.4 |
tensorflow-gpu PyPI | All versions | 2.7.4 |
tensorflow-gpu PyPI | From 2.8.0 | 2.8.1 |
tensorflow-gpu PyPI | From 2.8.0 | 2.8.1 |
tensorflow-gpu PyPI | From 2.9.0 | 2.9.1 |
tensorflow-gpu PyPI | From 2.9.0 | 2.9.1 |
Products include Google Tensorflow.
How do I fix CVE-2022-41885?
Upgrade tensorflow to a fixed version for your release line: 2.7.4, 2.8.1 or 2.9.1.
Is CVE-2022-41885 being exploited?
It is not confirmed as exploited in the wild, but public exploit code for CVE-2022-41885 exists.
Other vulnerabilities in Google Tensorflow
- CVE-2023-25668 TensorFlow vulnerable to heap out-of-buffer read in the QuantizeAndDequantize operation
- CVE-2018-7575 Integer Overflow or Wraparound in Google TensorFlow
- CVE-2021-37678 Arbitrary code execution due to YAML deserialization
- CVE-2021-35958 Path traversal in n/a
- CVE-2020-15202 Integer truncation in Shard API usage
Sources
Also known as BIT-tensorflow-2022-41885, GHSA-762h-vpvw-3rcx, PYSEC-2026-3126, PYSEC-2026-3290, PYSEC-2026-964.