GPU-Fuzz: Finding Memory Errors in Deep Learning Frameworks

GPU memory errors are a critical threat to deep learning DL frameworks, leading to crashes or even security issues. We introduce GPU-Fuzz, a fuzzer locating these issues efficiently by modeling operator parameters as formal constraints. GPU-Fuzz utilizes a constraint solver to generate test cases...

GHSA-XFHX-R7WW-5995 vulnerabilities

Vulnerabilities for packages: kubeflow-pipelines-visualization-server...

CVE-2026-0897 vulnerabilities

Vulnerabilities for packages: kubeflow-pipelines-visualization-server...

CVE-2026-0897 vulnerabilities

Vulnerabilities for packages: tensorflow-cpu-jupyter, kubeflow-pipelines-visualization-server, tensorflow-gpu-jupyter...

GHSA-XFHX-R7WW-5995 vulnerabilities

Vulnerabilities for packages: tensorflow-cpu-jupyter, kubeflow-pipelines-visualization-server, tensorflow-gpu-jupyter...

Azure Linux 3.0 Security Update: python3 / tensorflow (CVE-2024-8088)

The version of python3 / tensorflow installed on the remote Azure Linux 3.0 host is prior to tested version. It is, therefore, affected by a vulnerability as referenced in the CVE-2024-8088 advisory. - There is a HIGH severity vulnerability affecting the CPython zipfile module affecting...

Azure Linux 3.0 Security Update: python-zipp / tensorflow (CVE-2024-5569)

The version of python-zipp / tensorflow installed on the remote Azure Linux 3.0 host is prior to tested version. It is, therefore, affected by a vulnerability as referenced in the CVE-2024-5569 advisory. - A Denial of Service DoS vulnerability exists in the jaraco/zipp library, affecting all...

CVE-2026-21441 affecting package tensorflow for versions less than 2.16.1-10

CVE-2026-21441 affecting package tensorflow for versions less than 2.16.1-10. A patched version of the package is available...

EUVD-2023-35131

Improper buffer restrictions in IntelR Optimization for TensorFlow before version 2.13.0 may allow an authenticated user to potentially enable escalation of privilege via local access...

CVE-2023-25661

TensorFlow is an Open Source Machine Learning Framework. In versions prior to 2.11.1 a malicious invalid input crashes a tensorflow model Check Failed and can be used to trigger a denial of service attack. A proof of concept can be constructed with the Convolution3DTranspose function. This...

CVE-2023-25667

TensorFlow is an open source platform for machine learning. Prior to versions 2.12.0 and 2.11.1, integer overflow occurs when 2^31 = numframes height width channels 2^32, for example Full HD screencast of at least 346 frames. A fix is included in TensorFlow version 2.12.0 and version 2.11.1...

CVE-2021-41216

TensorFlow is an open source platform for machine learning. In affected versions the shape inference function for Transpose is vulnerable to a heap buffer overflow. This occurs whenever perm contains negative elements. The shape inference function does not validate that the indices in perm are al...

CVE-2021-41197

TensorFlow is an open source platform for machine learning. In affected versions TensorFlow allows tensor to have a large number of dimensions and each dimension can be as large as desired. However, the total number of elements in a tensor must fit within an int64t. If an overflow occurs,...

CVE-2021-41207

TensorFlow is an open source platform for machine learning. In affected versions the implementation of ParallelConcat misses some input validation and can produce a division by 0. The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6.1, TensorFlow...

CVE-2021-41225

TensorFlow is an open source platform for machine learning. In affected versions TensorFlow's Grappler optimizer has a use of unitialized variable. If the trainnodes vector obtained from the saved model that gets optimized does not contain a Dequeue node, then dequeuenode is left unitialized. The...

CVE-2021-41199

TensorFlow is an open source platform for machine learning. In affected versions if tf.image.resize is called with a large input argument then the TensorFlow process will crash due to a CHECK-failure caused by an overflow. The number of elements in the output tensor is too much for the int64t typ...

CVE-2021-41218

TensorFlow is an open source platform for machine learning. In affected versions the shape inference code for AllToAll can be made to execute a division by 0. This occurs whenever the splitcount argument is 0. The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on...

CVE-2021-41195

TensorFlow is an open source platform for machine learning. In affected versions the implementation of tf.math.segment operations results in a CHECK-fail related abort and denial of service if a segment id in segmentids is large. This is similar to CVE-2021-29584 and similar other reported...

CVE-2021-41209

TensorFlow is an open source platform for machine learning. In affected versions the implementations for convolution operators trigger a division by 0 if passed empty filter tensor arguments. The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6.1,...

CVE-2021-41227

TensorFlow is an open source platform for machine learning. In affected versions the ImmutableConst operation in TensorFlow can be tricked into reading arbitrary memory contents. This is because the tstring TensorFlow string class has a special case for memory mapped strings but the operation...