CVE-2022-23561: Out-of-bounds Write

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 write primitive...

Google TensorFlow 输入验证错误漏洞

Google TensorFlow is an end-to-end open source platform for machine learning from Google, Inc. Google Tensorflow is vulnerable to an input validation error that could be exploited by an attacker to build a TFLite model that would result in an integer overflow in TfLiteIntArrayCreate...

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 division operation to...

PYSEC-2022-65

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 division operation to...

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 division operation to...

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 division operation to...

CVE-2022-21741 Division by zero in TFLite

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 division operation to...

CVE-2022-21741 Division by zero in TFLite

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 division operation to...

CVE-2022-21741: Divide By Zero

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 division operation to...

Division by zero in TFLite

Impact The implementation of fully connected layers in TFLite is vulnerable to a division by zero error: cc const int batchsize = inputsize / filter-dims-data1; An attacker can craft a model such that filter-dims-data1 is 0. Patches We have patched the issue in GitHub commit...

NPE in TFLite

Impact The implementation of SVDF in TFLite is vulnerable to a null pointer error: cc TfLiteTensor state = GetVariableInputcontext, node, kStateTensor; // ... GetTensorDatastate The GetVariableInput function can return a null pointer but GetTensorData assumes that the argument is always a valid...

Use of unitialized value in TFLite

Impact All TFLite operations that use quantization can be made to use unitialized values. For example: cc const auto affinequantization = reinterpretcast filter-quantization.params; The issue stems from the fact that quantization.params is only valid if quantization.type is different that...

FPE in TFLite pooling operations

Impact The implementations of pooling in TFLite are vulnerable to division by 0 errors as there are no checks for divisors not being 0. Patches We have patched the issue in GitHub commit dfa22b348b70bb89d6d6ec0ff53973bacb4f4695. The fix will be included in TensorFlow 2.6.0. We will also cherrypic...

Heap OOB in TFLite

Impact TFLite's expanddims.cc contains a vulnerability which allows reading one element outside of bounds of heap allocated data: cc if axis size; ++i if i datai = inputdims.datai; else if i == axis outputdims-datai = 1; else outputdims-datai = inputdims.datai - 1; If axis is a large negative val...

Heap OOB in TFLite's `Gather*` implementations

Impact TFLite's GatherNd implementation does not support negative indices but there are no checks for this situation. Hence, an attacker can read arbitrary data from the heap by carefully crafting a model with negative values in indices. Similar issue exists in Gather implementation. python impor...

Infinite loop in TFLite

Impact The strided slice implementation in TFLite has a logic bug which can allow an attacker to trigger an infinite loop. This arises from newly introduced support for ellipsis in axis definition: cc for int i = 0; i params-ellipsismask // ... int ellipsisendidx = std::mini + 1 + numaddaxis +...

GHSA-MHHC-Q96P-MFM9 Infinite loop in TFLite

Impact The strided slice implementation in TFLite has a logic bug which can allow an attacker to trigger an infinite loop. This arises from newly introduced support for ellipsis in axis definition: cc for int i = 0; i params-ellipsismask // ... int ellipsisendidx = std::mini + 1 + numaddaxis +...

Null pointer dereference in TFLite

Impact An attacker can craft a TFLite model that would trigger a null pointer dereference, which would result in a crash and denial of service: python import tensorflow as tf model = tf.keras.models.Sequential model.addtf.keras.Inputshape=1, 2, 3 model.addtf.keras.layers.Dense0, activation='relu'...

Null pointer dereference in TFLite MLIR optimizations

Impact An attacker can craft a TFLite model that would trigger a null pointer dereference, which would result in a crash and denial of service: This is caused by the MLIR optimization of L2NormalizeReduceAxis operator. The implementation unconditionally dereferences a pointer to an iterator to a...

FPE in LSH in TFLite

Impact An attacker can craft a TFLite model that would trigger a division by zero error in LSH implementation. cc int RunningSignBitconst TfLiteTensor input, const TfLiteTensor weight, float seed int inputitembytes = input-bytes / SizeOfDimensioninput, 0; // ... There is no check that the first...