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google tensorflow 2.7.0 vulnerabilities and exploits
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6.5
CVSSv3
CVE-2022-21741
Tensorflow is an Open Source Machine Learning Framework. ### Impact An attacker can craft a TFLite model that would trigger a division by zero in the implementation of depthwise convolutions. The parameters of the convolution can be user controlled and are also used within a divi...
Google Tensorflow 2.7.0
Google Tensorflow
5.5
CVSSv3
CVE-2021-41202
TensorFlow is an open source platform for machine learning. In affected versions while calculating the size of the output within the `tf.range` kernel, there is a conditional statement of type `int64 = condition ? int64 : double`. Due to C++ implicit conversion rules, both branch...
Google Tensorflow
Google Tensorflow 2.7.0
7.8
CVSSv3
CVE-2021-41208
TensorFlow is an open source platform for machine learning. In affected versions the code for boosted trees in TensorFlow is still missing validation. As a result, attackers can trigger denial of service (via dereferencing `nullptr`s or via `CHECK`-failures) as well as abuse unde...
Google Tensorflow
Google Tensorflow 2.7.0
5.5
CVSSv3
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 `split_count` argument is 0. The fix will be included in TensorFlow 2.7.0. We will also cherry...
Google Tensorflow
Google Tensorflow 2.7.0
7.8
CVSSv3
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 `train_nodes` vector (obtained from the saved model that gets optimized) does not contain a `Dequeue` node, then `dequeu...
Google Tensorflow
Google Tensorflow 2.7.0
8.8
CVSSv3
CVE-2022-23558
Tensorflow is an Open Source Machine Learning Framework. An attacker can craft a TFLite model that would cause an integer overflow in `TfLiteIntArrayCreate`. The `TfLiteIntArrayGetSizeInBytes` returns an `int` instead of a `size_t. An attacker can control model inputs such that `...
Google Tensorflow 2.7.0
Google Tensorflow
8.8
CVSSv3
CVE-2022-23560
Tensorflow is an Open Source Machine Learning Framework. An attacker can craft a TFLite model that would allow limited reads and writes outside of arrays in TFLite. This exploits missing validation in the conversion from sparse tensors to dense tensors. The fix is included in Ten...
Google Tensorflow 2.7.0
Google Tensorflow
6.3
CVSSv3
CVE-2022-23563
Tensorflow is an Open Source Machine Learning Framework. In multiple places, TensorFlow uses `tempfile.mktemp` to create temporary files. While this is acceptable in testing, in utilities and libraries it is dangerous as a different process can create the file between the check f...
Google Tensorflow 2.7.0
Google Tensorflow
8.8
CVSSv3
CVE-2022-23566
Tensorflow is an Open Source Machine Learning Framework. TensorFlow is vulnerable to a heap OOB write in `Grappler`. The `set_output` function writes to an array at the specified index. Hence, this gives a malicious user a write primitive. The fix will be included in TensorFlow 2...
Google Tensorflow 2.7.0
Google Tensorflow
6.5
CVSSv3
CVE-2022-23568
Tensorflow is an Open Source Machine Learning Framework. The implementation of `AddManySparseToTensorsMap` is vulnerable to an integer overflow which results in a `CHECK`-fail when building new `TensorShape` objects (so, an assert failure based denial of service). We are missing ...
Google Tensorflow 2.7.0
Google Tensorflow
CVSSv3
CVSSv2
CVSSv3
VMScore
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