CVE-2022-21728

HIGH

TensorFlow < 2.5.3 - Out-of-bounds Read in ReverseSequence Shape Inference

Title source: llm
STIX 2.1

Exploitation Summary

EIP tracks 1 public exploit for CVE-2022-21728. PoCs published by mwina.

AI-analyzed exploit summary This PoC demonstrates CVE-2022-21728, a vulnerability in TensorFlow's ReverseSequence operation that can lead to a denial-of-service (DoS) via invalid tensor dimensions. The code triggers the issue by passing invalid seq_dim and batch_dim values.

Description

Tensorflow is an Open Source Machine Learning Framework. The implementation of shape inference for `ReverseSequence` does not fully validate the value of `batch_dim` and can result in a heap OOB read. There is a check to make sure the value of `batch_dim` does not go over the rank of the input, but there is no check for negative values. Negative dimensions are allowed in some cases to mimic Python's negative indexing (i.e., indexing from the end of the array), however if the value is too negative then the implementation of `Dim` would access elements before the start of an array. The fix will be included in TensorFlow 2.8.0. We will also cherrypick this commit on TensorFlow 2.7.1, TensorFlow 2.6.3, and TensorFlow 2.5.3, as these are also affected and still in supported range.

Exploits (1)

nomisec WORKING POC
by mwina · poc
https://github.com/mwina/CVE-2022-21728-test

This PoC demonstrates CVE-2022-21728, a vulnerability in TensorFlow's ReverseSequence operation that can lead to a denial-of-service (DoS) via invalid tensor dimensions. The code triggers the issue by passing invalid seq_dim and batch_dim values.

Classification
Working Poc 90%
Attack Type
Dos
Complexity
Trivial
Reliability
Reliable
Target: TensorFlow (versions affected by CVE-2022-21728)
No auth needed
Prerequisites: TensorFlow installed · Python environment
devstral-2 · analyzed Feb 16, 2026 Full analysis →

Scores

CVSS v3 8.1
EPSS 0.0108
EPSS Percentile 78.3%
Attack Vector NETWORK
CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H

CISA SSVC

Vulnrichment
Exploitation poc
Automatable no
Technical Impact partial

Details

CWE
CWE-125
Status published
Products (5)
google/tensorflow 2.7.0
google/tensorflow < 2.5.2
pypi/tensorflow 0 - 2.5.3PyPI
pypi/tensorflow-cpu 0 - 2.5.3PyPI
pypi/tensorflow-gpu 0 - 2.5.3PyPI
Published Feb 03, 2022
Tracked Since Feb 18, 2026