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PyPA
PyPA
•added 2026/07/07 10:17 a.m.•26 views

TensorFlow vulnerable to `CHECK` fail in `FractionalMaxPoolGrad`

ImpactFractionalMaxPoolGrad validates its inputs with CHECK failures instead of with returning errors. If it gets incorrectly sized inputs, the CHECK failure can be used to trigger a denial of service attack:pythonimport tensorflow as tfoverlapping = Trueoriginput = tf.constant.453409232,...

7.5CVSS7.2AI score0.00478EPSS
SaveExploits0References7Affected Software1
IBM Security Bulletins
IBM Security Bulletins
•added 2025/12/17 2:13 p.m.•18 views

Security Bulletin: IBM Watson Speech Services Cartridge is vulnerable to an Improper Resource Shutdown or Release in PyTorch [CVE-2025-2953]

Summary IBM Watson Speech Services Cartridge is vulnerable to an Improper Resource Shutdown or Release in PyTorch, due to an issue found in PyTorch 2.6.0+cu124 that affects the function torch.mkldnnmaxpool2d CVE-2025-2953. PyTorch is used in our service runtimes. This vulnerabilitiy has been...

5.5CVSS4.5AI score0.00261EPSS
SaveExploits1Affected Software1
Microsoft CVE
Microsoft CVE
•added 2025/10/02 1:05 a.m.•28 views

In PyTorch before 2.7.0, when torch.compile is used, FractionalMaxPool2d has inconsistent results.

...

5.3CVSS5.9AI score0.00385EPSS
SaveExploits0
osv_debian
osv_debian
•added 2025/09/25 3:16 p.m.•20 views

DEBIAN-CVE-2025-46150

In PyTorch before 2.7.0, when torch.compile is used, FractionalMaxPool2d has inconsistent results...

5.3CVSS5.8AI score0.00385EPSS
SaveExploits0References1
Snyk
Snyk
•added 2025/09/25 2:44 p.m.•9 views

Use of Out-of-range Pointer Offset

Overview torch is a Tensors and Dynamic neural networks in Python with strong GPU acceleration Affected versions of this package are vulnerable to Use of Out-of-range Pointer Offset via the fractionalmaxpool function in torch.nn.FractionalMaxPool2d component when used with torch.compile. An...

6.9CVSS5.8AI score0.00385EPSS
SaveExploits0References2
Snyk
Snyk
•added 2025/09/25 2:44 p.m.•16 views

Use of Out-of-range Pointer Offset

Overview Affected versions of this package are vulnerable to Use of Out-of-range Pointer Offset via the fractionalmaxpool function in torch.nn.FractionalMaxPool2d component when used with torch.compile. An attacker can cause inconsistent computational results by exploiting this behavior,...

6.9CVSS5.8AI score0.00385EPSS
SaveExploits0References2
Positive Technologies
Positive Technologies
•added 2025/09/25 12:00 a.m.•19 views

PT-2025-39381

Name of the Vulnerable Software and Affected Versions PyTorch versions prior to 2.7.0 Description When torch.compile is used, the FractionalMaxPool2d function exhibits inconsistent results. This issue affects the accuracy of computations involving this specific function within the PyTorch...

5.3CVSS5.8AI score0.00385EPSS
SaveExploits0References18
osv_cve
osv_cve
•added 2025/09/25 12:00 a.m.•23 views

CVE-2025-46150

In PyTorch before 2.7.0, when torch.compile is used, FractionalMaxPool2d has inconsistent results...

5.3CVSS5.8AI score0.00385EPSS
SaveExploits0References6
CVE
CVE
•added 2025/09/25 12:00 a.m.•89 views

CVE-2025-46150

In PyTorch versions prior to 2.7.0 , using torch.compile with the FractionalMaxPool2d component leads to inconsistent results . While one source suggests an information disclosure vulnerability, specific technical details regarding the root cause or exploitation are not fully provided. Additional...

5.3CVSS5.8AI score0.00385EPSS
SaveExploits0References4Affected Software1
Vulnrichment
Vulnrichment
•added 2025/09/25 12:00 a.m.•5 views

CVE-2025-46150

In PyTorch before 2.7.0, when torch.compile is used, FractionalMaxPool2d has inconsistent results...

5.8AI score0.00385EPSS
SaveExploits0References4
Debian CVE
Debian CVE
•added 2025/09/25 12:00 a.m.•31 views

CVE-2025-46150

In PyTorch before 2.7.0, when torch.compile is used, FractionalMaxPool2d has inconsistent results...

5.3CVSS5.8AI score0.00385EPSS
SaveExploits0
osv_azl
osv_azl
•added 2025/03/30 4:15 p.m.•19 views

AZL-60931 CVE-2025-2953 affecting package pytorch for versions less than 2.0.0-9

A vulnerability, which was classified as problematic, has been found in PyTorch 2.6.0+cu124. Affected by this issue is the function torch.mkldnnmaxpool2d. The manipulation leads to denial of service. An attack has to be approached locally. The exploit has been disclosed to the public and may be...

5.5CVSS4.6AI score0.00261EPSS
SaveExploits1References1
osv_ubuntu
osv_ubuntu
•added 2025/03/30 4:15 p.m.•23 views

UBUNTU-CVE-2025-2953

A vulnerability, which was classified as problematic, has been found in PyTorch 2.6.0+cu124. Affected by this issue is the function torch.mkldnnmaxpool2d. The manipulation leads to denial of service. An attack has to be approached locally. The exploit has been disclosed to the public and may be...

5.5CVSS4.6AI score0.00261EPSS
SaveExploits1References7
CNNVD
CNNVD
•added 2025/03/30 12:00 a.m.•11 views

PyTorch security vulnerabilities

PyTorch is a Python package open-sourced by PyTorch. PyTorch suffers from a denial of service vulnerability caused by a floating point exception in the function torch.mkldnnmaxpool2d. An attacker can exploit this vulnerability to cause a denial of service...

5.5CVSS5.5AI score0.00261EPSS
SaveExploits1References6
Microsoft CVE
Microsoft CVE
•added 2024/06/30 2:00 p.m.•16 views

TensorFlow has double free in Fractional(Max/Avg)Pool

...

8CVSS6.6AI score0.0015EPSS
SaveExploits0
osv_ghsa
osv_ghsa
•added 2023/03/24 9:53 p.m.•41 views

GHSA-F49C-87JH-G47Q TensorFlow has double free in Fractional(Max/Avg)Pool

Impact nnops.fractionalavgpoolv2 and nnops.fractionalmaxpoolv2 require the first and fourth elements of their parameter poolingratio to be equal to 1.0, as pooling on batch and channel dimensions is not supported. python import tensorflow as tf import os import numpy as np from...

8CVSS6.7AI score0.0015EPSS
SaveExploits0References4
SUSE CVE
SUSE CVE
•added 2023/02/15 3:43 a.m.•10 views

SUSE CVE-2021-29573

TensorFlow is an end-to-end open source platform for machine learning. The implementation of tf.rawops.MaxPoolGradWithArgmax is vulnerable to a division by 0. The...

5.5CVSS5.5AI score0.00189EPSS
SaveExploits1References3
SUSE CVE
SUSE CVE
•added 2023/02/15 3:43 a.m.•10 views

SUSE CVE-2021-29580

TensorFlow is an end-to-end open source platform for machine learning. The implementation of tf.rawops.FractionalMaxPoolGrad triggers an undefined behavior if one of the input tensors is empty. The code is also vulnerable to a denial of service attack as a CHECK condition becomes false and aborts...

5.5CVSS5.6AI score0.00189EPSS
SaveExploits1References3
SUSE CVE
SUSE CVE
•added 2023/02/15 3:29 a.m.•15 views

SUSE CVE-2022-21739

Tensorflow is an Open Source Machine Learning Framework. The implementation of QuantizedMaxPool has an undefined behavior where user controlled inputs can trigger a reference binding to null pointer. The fix will be included in TensorFlow 2.8.0. We will also cherrypick this commit on TensorFlow...

6.5CVSS6.4AI score0.00789EPSS
SaveExploits1References3
SUSE CVE
SUSE CVE
•added 2023/02/15 3:24 a.m.•10 views

SUSE CVE-2022-35989

TensorFlow is an open source platform for machine learning. When MaxPool receives a window size input array ksize with dimensions greater than its input tensor input, the GPU kernel gives a CHECK fail that can be used to trigger a denial of service attack. We have patched the issue in GitHub comm...

7.5CVSS7.6AI score0.00478EPSS
SaveExploits0References3
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