Google TensorFlow numeric error vulnerability (CNVD-2022-14992)

TensorFlow is an end-to-end open source platform for machine learning from Google USA. Google TensorFlow is vulnerable to a numeric error vulnerability that could be exploited by an attacker to craft a TFLite model that would trigger a division by zero in a deep convolutional implementation...

GHSA-9C78-VCQ7-7VXQ Out of bounds write in TFLite

Impact 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 under certain conditions. Patches We have patched t...

Out of bounds write in TFLite

Impact 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 under certain conditions. Patches We have patched t...

Read and Write outside of bounds in TensorFlow

Impact 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. Patches We have patched the issue in GitHub commit 6364463d6f5b6254cac3d6aedf999b6a96225038...

Integer overflow in TFLite

Impact An attacker can craft a TFLite model that would cause an integer overflow in embedding lookup operations: cc int embeddingsize = 1; int lookupsize = 1; for int i = 0; i data.i32i; lookupsize = dim; outputshape-datak = dim; for int i = 1; i datak = dim; Both embeddingsize and lookupsize are...

Integer overflow in TFLite array creation

Impact An attacker can craft a TFLite model that would cause an integer overflow in TfLiteIntArrayCreate: cc TfLiteIntArray TfLiteIntArrayCreateint size int allocsize = TfLiteIntArrayGetSizeInBytessize; // ... TfLiteIntArray ret = TfLiteIntArraymallocallocsize; // ... The...

Division by zero in TFLite

Impact An attacker can craft a TFLite model that would trigger a division by zero in BiasAndClamp implementation: cc inline void BiasAndClampfloat clampmin, float clampmax, int biassize, const float biasdata, int arraysize, float arraydata // ... TFLITEDCHECKEQarraysize % biassize, 0; // ... Ther...

Division by zero in TFLite

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 determine the size of the padding that needs to be added...

Google Tensorflow Buffer Overflow Vulnerability (CNVD-2022-09884)

Google TensorFlow is an end-to-end open source platform for machine learning from Google Google. Google Tensorflow is vulnerable to a buffer overflow vulnerability that could be exploited by an attacker to build a TFLite model that allows limited reads and writes to the outside of arrays in TFLit...

Google Tensorflow Input Validation Error Vulnerability (CNVD-2022-09880)

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 leads to an integer overflow in the embedding lookup operation...

Google Tensorflow Buffer Overflow Vulnerability (CNVD-2022-09887)

Google TensorFlow is an end-to-end open source platform for machine learning from Google, Inc. Google Tensorflow is vulnerable to a buffer overflow vulnerability that could be exploited by an attacker to build a TFLite model that would result in a write operation outside of the array boundaries i...

Google Tensorflow numeric error vulnerability (CNVD-2022-09879)

Google TensorFlow is an end-to-end open source platform for machine learning from Google, Inc. A numerical error vulnerability exists in Google Tensorflow, which could be exploited by an attacker to create a TFLite model that triggers a division in the "BiasAndClamp" implementation. The...

Integer Overflow

Tensorflow is vulnerable to integer overflows. The vulnerability exists due to a lack of input sanitization in the TfLiteIntArrayGetSizeInBytes function of the common.c file doesn't control inputs which allows an attacker to craft a TFLite model causing an application crash...

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 TensorFlow 2.8.0. We...

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 sizet. An attacker can control model inputs such that computedsize overflows the...

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 write primitive...

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 biassize is non zero. The fix will be included in TensorFlow 2.8.0. We will also cherrypick this commit on...

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 embeddingsize and lookupsize are products of values provided by the user. Hence, a malicious user could trigger overflows in the...

PYSEC-2022-70

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...

Stack overflow

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 biassize is non zero. The fix will be included in TensorFlow 2.8.0. We will also cherrypick this commit on...