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google tensorflow 2.7.0 vulnerabilities and exploits
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6.5
CVSSv3
CVE-2022-23575
Tensorflow is an Open Source Machine Learning Framework. The implementation of `OpLevelCostEstimator::CalculateTensorSize` is vulnerable to an integer overflow if an attacker can create an operation which would involve a tensor with large enough number of elements. The fix will b...
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
6.5
CVSSv3
CVE-2022-23585
Tensorflow is an Open Source Machine Learning Framework. When decoding PNG images TensorFlow can produce a memory leak if the image is invalid. After calling `png::CommonInitDecode(..., &decode)`, the `decode` value contains allocated buffers which can only be freed by callin...
Google Tensorflow
Google Tensorflow 2.7.0
6.5
CVSSv3
CVE-2022-23589
Tensorflow is an Open Source Machine Learning Framework. Under certain scenarios, Grappler component of TensorFlow can trigger a null pointer dereference. There are 2 places where this can occur, for the same malicious alteration of a `SavedModel` file (fixing the first one would...
Google Tensorflow
Google Tensorflow 2.7.0
7.5
CVSSv3
CVE-2022-23591
Tensorflow is an Open Source Machine Learning Framework. The `GraphDef` format in TensorFlow does not allow self recursive functions. The runtime assumes that this invariant is satisfied. However, a `GraphDef` containing a fragment such as the following can be consumed when loadi...
Google Tensorflow 2.7.0
Google Tensorflow
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
6.5
CVSSv3
CVE-2022-23557
Tensorflow is an Open Source Machine Learning Framework. An attacker can craft a TFLite model that would trigger a division by zero in `BiasAndClamp` implementation. There is no check that the `bias_size` is non zero. The fix will be included in TensorFlow 2.8.0. We will also che...
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
Google Tensorflow 2.7.0
8.8
CVSSv3
CVE-2022-23559
Tensorflow is an Open Source Machine Learning Framework. An attacker can craft a TFLite model that would cause an integer overflow in embedding lookup operations. Both `embedding_size` and `lookup_size` are products of values provided by the user. Hence, a malicious user could tr...
Google Tensorflow
Google Tensorflow 2.7.0
8.8
CVSSv3
CVE-2022-23561
Tensorflow is an Open Source Machine Learning Framework. An attacker can craft a TFLite model that would cause a write outside of bounds of an array in TFLite. In fact, the attacker can override the linked list used by the memory allocator. This can be leveraged for an arbitrary ...
Google Tensorflow
Google Tensorflow 2.7.0
CVSSv3
CVSSv2
CVSSv3
VMScore
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