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google tensorflow 2.7.0 vulnerabilities and exploits
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6.5
CVSSv2
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
Google Tensorflow 2.7.0
6.5
CVSSv2
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
3.3
CVSSv2
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
4
CVSSv2
CVE-2022-23565
Tensorflow is an Open Source Machine Learning Framework. An attacker can trigger denial of service via assertion failure by altering a `SavedModel` on disk such that `AttrDef`s of some operation are duplicated. The fix will be included in TensorFlow 2.8.0. We will also cherrypick...
Google Tensorflow
Google Tensorflow 2.7.0
4
CVSSv2
CVE-2022-23567
Tensorflow is an Open Source Machine Learning Framework. The implementations of `Sparse*Cwise*` ops are vulnerable to integer overflows. These can be used to trigger large allocations (so, OOM based denial of service) or `CHECK`-fails when building new `TensorShape` objects (so, ...
Google Tensorflow
Google Tensorflow 2.7.0
4
CVSSv2
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
Google Tensorflow 2.7.0
4
CVSSv2
CVE-2022-23570
Tensorflow is an Open Source Machine Learning Framework. When decoding a tensor from protobuf, TensorFlow might do a null-dereference if attributes of some mutable arguments to some operations are missing from the proto. This is guarded by a `DCHECK`. However, `DCHECK` is a no-op...
Google Tensorflow
Google Tensorflow 2.7.0
4
CVSSv2
CVE-2022-23572
Tensorflow is an Open Source Machine Learning Framework. Under certain scenarios, TensorFlow can fail to specialize a type during shape inference. This case is covered by the `DCHECK` function however, `DCHECK` is a no-op in production builds and an assertion failure in debug bui...
Google Tensorflow 2.7.0
Google Tensorflow
6.5
CVSSv2
CVE-2022-23574
Tensorflow is an Open Source Machine Learning Framework. There is a typo in TensorFlow's `SpecializeType` which results in heap OOB read/write. Due to a typo, `arg` is initialized to the `i`th mutable argument in a loop where the loop index is `j`. Hence it is possible to as...
Google Tensorflow
Google Tensorflow 2.7.0
4
CVSSv2
CVE-2022-23576
Tensorflow is an Open Source Machine Learning Framework. The implementation of `OpLevelCostEstimator::CalculateOutputSize` is vulnerable to an integer overflow if an attacker can create an operation which would involve tensors with large enough number of elements. We can have a l...
Google Tensorflow
Google Tensorflow 2.7.0
CVSSv2
CVSSv2
CVSSv3
VMScore
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