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tensorflow vulnerabilities and exploits
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5.5
CVSSv3
CVE-2022-29192
TensorFlow is an open source platform for machine learning. Prior to versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4, the implementation of `tf.raw_ops.QuantizeAndDequantizeV4Grad` does not fully validate the input arguments. This results in a `CHECK`-failure which can be used to trigger...
Google Tensorflow
Google Tensorflow 2.9.0
6.5
CVSSv3
CVE-2022-23580
Tensorflow is an Open Source Machine Learning Framework. During shape inference, TensorFlow can allocate a large vector based on a value from a tensor controlled by the user. The fix will be included in TensorFlow 2.8.0. We will also cherrypick this commit on TensorFlow 2.7.1, Te...
Google Tensorflow 2.7.0
Google Tensorflow
6.5
CVSSv3
CVE-2022-23582
Tensorflow is an Open Source Machine Learning Framework. A malicious user can cause a denial of service by altering a `SavedModel` such that `TensorByteSize` would trigger `CHECK` failures. `TensorShape` constructor throws a `CHECK`-fail if shape is partial or has a number of ele...
Google Tensorflow
Google Tensorflow 2.7.0
6.5
CVSSv3
CVE-2022-23584
Tensorflow is an Open Source Machine Learning Framework. A malicious user can cause a use after free behavior when decoding PNG images. After `png::CommonFreeDecode(&decode)` gets called, the values of `decode.width` and `decode.height` are in an unspecified state. The fix wi...
Google Tensorflow
Google Tensorflow 2.7.0
6.5
CVSSv3
CVE-2022-23586
Tensorflow is an Open Source Machine Learning Framework. A malicious user can cause a denial of service by altering a `SavedModel` such that assertions in `function.cc` would be falsified and crash the Python interpreter. The fix will be included in TensorFlow 2.8.0. We will also...
Google Tensorflow
Google Tensorflow 2.7.0
6.5
CVSSv3
CVE-2022-23588
Tensorflow is an Open Source Machine Learning Framework. A malicious user can cause a denial of service by altering a `SavedModel` such that Grappler optimizer would attempt to build a tensor using a reference `dtype`. This would result in a crash due to a `CHECK`-fail in the `Te...
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
9.1
CVSSv3
CVE-2022-35937
TensorFlow is an open source platform for machine learning. The `GatherNd` function 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 is triggered. This issue has...
Google Tensorflow
Google Tensorflow 2.10
9.8
CVSSv3
CVE-2022-35939
TensorFlow is an open source platform for machine learning. The `ScatterNd` function takes an input argument that determines the indices of of the output tensor. An input index greater than the output tensor or less than zero will either write content at the wrong index or trigge...
Google Tensorflow
Google Tensorflow 2.10
7.5
CVSSv3
CVE-2022-35940
TensorFlow is an open source platform for machine learning. The `RaggedRangOp` function takes an argument `limits` that is eventually used to construct a `TensorShape` as an `int64`. If `limits` is a very large float, it can overflow when converted to an `int64`. This triggers an...
Google Tensorflow
Google Tensorflow 2.10
CVSSv3
CVSSv2
CVSSv3
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