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tensorflow vulnerabilities and exploits
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6.5
CVSSv3
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
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
Google Tensorflow 2.7.0
6.5
CVSSv3
CVE-2022-23569
Tensorflow is an Open Source Machine Learning Framework. Multiple operations in TensorFlow can be used to trigger a denial of service via `CHECK`-fails (i.e., assertion failures). This is similar to TFSA-2021-198 and has similar fixes. We have patched the reported issues in multi...
Google Tensorflow
Google Tensorflow 2.7.0
6.5
CVSSv3
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
6.5
CVSSv3
CVE-2022-23571
Tensorflow is an Open Source Machine Learning Framework. When decoding a tensor from protobuf, a TensorFlow process can encounter cases where a `CHECK` assertion is invalidated based on user controlled arguments, if the tensors have an invalid `dtype` and 0 elements or an invalid...
Google Tensorflow
Google Tensorflow 2.7.0
6.5
CVSSv3
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
8.8
CVSSv3
CVE-2022-23573
Tensorflow is an Open Source Machine Learning Framework. The implementation of `AssignOp` can result in copying uninitialized data to a new tensor. This later results in undefined behavior. The implementation has a check that the left hand side of the assignment is initialized (t...
Google Tensorflow
Google Tensorflow 2.7.0
8.8
CVSSv3
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
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-2022-23576
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
CVSSv3
CVSSv2
CVSSv3
VMScore
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