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PYSEC-2026-3280

MediumCVSS 5.5 / 10

Published Jul 9, 2026·Last modified Jul 13, 2026

Affected Components(0)

No affected components available

Description

Impact

Multiple TensorFlow operations misbehave in eager mode when the resource handle provided to them is invalid:

import tensorflow as tf

tf.raw_ops.QueueIsClosedV2(handle=[])

import tensorflow as tf

tf.summary.flush(writer=())

In graph mode, it would have been impossible to perform these API calls, but migration to TF 2.x eager mode opened up this vulnerability. If the resource handle is empty, then a reference is bound to a null pointer inside TensorFlow codebase (various codepaths). This is undefined behavior.

Patches

We have patched the issue in GitHub commit a5b89cd68c02329d793356bda85d079e9e69b4e7 and GitHub commit dbdd98c37bc25249e8f288bd30d01e118a7b4498.

The fix will be included in TensorFlow 2.9.0. We will also cherrypick this commit on TensorFlow 2.8.1, TensorFlow 2.7.2, and TensorFlow 2.6.4, as these are also affected and still in supported range.

For more information

Please consult our security guide for more information regarding the security model and how to contact us with issues and questions.

Attribution

This vulnerability has been reported by Hong Jin from Singapore Management University.

Risk Scores

Base Score

5.5

The vulnerability requires local access to the device to be exploited. It is easy for an attacker to exploit this vulnerability. An attacker needs basic access or low-level privileges. No user interaction is needed for the attacker to exploit this vulnerability. The impact is confined to the system where the vulnerability exists. There is a high impact on the availability of the system.

Threat Intelligence

5.1

Exploitation attempts have been detected. Elevated vigilance and prompt remediation are advised.

EPSS

0.32%

The exploit probability is very low. The vulnerability is unlikely to be exploited in the next 30 days.

Exploit

Not available

We did not find any exploit available. Neither in GitHub repositories nor in the Exploit-Database.

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