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tensorflow vulnerabilities and exploits
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7.8
CVSSv3
CVE-2021-41221
TensorFlow is an open source platform for machine learning. In affected versions the shape inference code for the `Cudnn*` operations in TensorFlow can be tricked into accessing invalid memory, via a heap buffer overflow. This occurs because the ranks of the `input`, `input_h` an...
Google Tensorflow
Google Tensorflow 2.7.0
6.5
CVSSv3
CVE-2022-23583
Tensorflow is an Open Source Machine Learning Framework. A malicious user can cause a denial of service by altering a `SavedModel` such that any binary op would trigger `CHECK` failures. This occurs when the protobuf part corresponding to the tensor arguments is modified such tha...
Google Tensorflow 2.7.0
Google Tensorflow
7.5
CVSSv3
CVE-2022-35935
TensorFlow is an open source platform for machine learning. The implementation of SobolSampleOp is vulnerable to a denial of service via CHECK-failure (assertion failure) caused by assuming `input(0)`, `input(1)`, and `input(2)` to be scalar. This issue has been patched in GitHub...
Google Tensorflow
Google Tensorflow 2.10
7.5
CVSSv3
CVE-2022-35964
TensorFlow is an open source platform for machine learning. The implementation of `BlockLSTMGradV2` does not fully validate its inputs. This results in a a segfault that can be used to trigger a denial of service attack. We have patched the issue in GitHub commit 2a458fc4866505be...
Google Tensorflow
Google Tensorflow 2.10
7.5
CVSSv3
CVE-2022-35969
TensorFlow is an open source platform for machine learning. The implementation of `Conv2DBackpropInput` requires `input_sizes` to be 4-dimensional. Otherwise, it gives a `CHECK` failure which can be used to trigger a denial of service attack. We have patched the issue in GitHub c...
Google Tensorflow
Google Tensorflow 2.10
9.1
CVSSv3
CVE-2022-41902
TensorFlow is an open source platform for machine learning. The function MakeGrapplerFunctionItem takes arguments that determine the sizes of inputs and outputs. If the inputs given are greater than or equal to the sizes of the outputs, an out-of-bounds memory read or a crash is ...
Google Tensorflow
Google Tensorflow 2.10.0
7.5
CVSSv3
CVE-2022-41909
TensorFlow is an open source platform for machine learning. An input `encoded` that is not a valid `CompositeTensorVariant` tensor will trigger a segfault in `tf.raw_ops.CompositeTensorVariantToComponents`. We have patched the issue in GitHub commits bf594d08d377dc6a3354d9fdb494b...
Google Tensorflow 2.10.0
Google Tensorflow
7.5
CVSSv3
CVE-2022-41911
TensorFlow is an open source platform for machine learning. When printing a tensor, we get it's data as a `const char*` array (since that's the underlying storage) and then we typecast it to the element type. However, conversions from `char` to `bool` are undefined if t...
Google Tensorflow 2.10.0
Google Tensorflow
8.8
CVSSv3
CVE-2022-21726
Tensorflow is an Open Source Machine Learning Framework. The implementation of `Dequantize` does not fully validate the value of `axis` and can result in heap OOB accesses. The `axis` argument can be `-1` (the default value for the optional argument) or any other positive value a...
Google Tensorflow
Google Tensorflow 2.7.0
8.8
CVSSv3
CVE-2022-21727
Tensorflow is an Open Source Machine Learning Framework. The implementation of shape inference for `Dequantize` is vulnerable to an integer overflow weakness. The `axis` argument can be `-1` (the default value for the optional argument) or any other positive value at most the num...
Google Tensorflow
Google Tensorflow 2.7.0
CVSSv3
CVSSv2
CVSSv3
VMScore
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CVE-2024-4358
CVE-2024-24199
CVE-2024-5550
CVE-2024-5305
CVE-2024-30373
CVE-2024-1800
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