AVID-2026-R0976
Description
Out of bounds read and write in Tensorflow (CVE-2022-23574)
Details
Tensorflow is an Open Source Machine Learning Framework. There is a typo in TensorFlow’s SpecializeType which results in heap OOB read/write. Due to a typo, arg is initialized to the ith mutable argument in a loop where the loop index is j. Hence it is possible to assign to arg from outside the vector of arguments. Since this is a mutable proto value, it allows both read and write to outside of bounds data. The fix will be included in TensorFlow 2.8.0. We will also cherrypick this commit on TensorFlow 2.7.1, and TensorFlow 2.6.3, as these are also affected and still in supported range.
Reason for inclusion in AVID: CVE-2022-23574 describes an out-of-bounds read/write in TensorFlow caused by a typo; TensorFlow is a core AI/ML framework used in AI pipelines, so the issue affects software supply chain of general-purpose AI systems. It is a security vulnerability (CWE-125/787, CVSS high) with explicit evidence and fixes. Therefore it should be kept for AVID curation.
References
- NVD entry
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-77gp-3h4r-6428
- https://github.com/tensorflow/tensorflow/commit/0657c83d08845cc434175934c642299de2c0f042
- https://github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/framework/full_type_util.cc#L81-L102
Affected or Relevant Artifacts
- Developer: tensorflow
- Deployer: tensorflow
- Artifact Details:
| Type | Name |
|---|---|
| System | tensorflow |
Impact
AVID Taxonomy Categorization
- Risk domains: Security
- SEP subcategories: S0100: Software Vulnerability
- Lifecycle stages: L06: Deployment
CVSS
| Version | 3.1 |
| Vector String | CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H |
| Base Score | 8.8 |
| Base Severity | 🔴 High |
| Attack Vector | NETWORK |
| Attack Complexity | 🟢 Low |
| Privileges Required | 🟢 Low |
| User Interaction | NONE |
| Scope | UNCHANGED |
| Confidentiality Impact | 🔴 High |
| Integrity Impact | 🔴 High |
| Availability Impact | 🔴 High |
CWE
| ID | Description |
|---|---|
| CWE-125 | CWE-125: Out-of-bounds Read |
| CWE-787 | CWE-787: Out-of-bounds Write |
Other information
- Report Type: Advisory
- Credits:
- Date Reported: 2022-02-04
- Version: 0.3.3
- AVID Entry