CVE-2021-29601: TensorFlow is an end-to-end open source platform for machine learning. The TFLite implementation of …
- Occurred
- May 14, 2021
- Published
- May 14, 2021
- Source
- NVD CVE
Summary
TensorFlow is an end-to-end open source platform for machine learning. The TFLite implementation of concatenation is vulnerable to an integer overflow issue(https://github.com/tensorflow/tensorflow/blob/7b7352a724b690b11bfaae2cd54bc3907daf6285/tensorflow/lite/kernels/concatenation.cc#L70-L76). An attacker can craft a model such that the dimensions of one of the concatenation input overflow the values of `int`. TFLite uses `int` to represent tensor dimensions, whereas TF uses `int64`. Hence, valid TF models can trigger an integer overflow when converted to TFLite format. The fix will be included in TensorFlow 2.5.0. We will also cherrypick this commit on TensorFlow 2.4.2, TensorFlow 2.3.3, TensorFlow 2.2.3 and TensorFlow 2.1.4, as these are also affected and still in supported range.
Tags
- CVE
- CVE-2021-29601
- cvss:MEDIUM
Classification
Rationale: Vulnerability in TensorFlow TFLite library affecting ML model execution, not a direct AI safety incident but a technical flaw.
Classifier: Qwen/Qwen3.5-35B-A3B-FP8