Google TensorFlow Input Validation Error Vulnerability (CNVD-2023-15780)

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 cause a denial of service...

Google TensorFlow tf.keras.losses.poisson buffer overflow vulnerability

Google TensorFlow is a suite of end-to-end open source platforms for machine learning from Google USA. A buffer overflow vulnerability exists in Google TensorFlow versions 2.9.0 and later, and versions prior to 2.9.3, which stems from a lack of proper validation of user-supplied data in...

Google TensorFlow code issue vulnerability (CNVD-2022-80685)

Google TensorFlow is an end-to-end open source platform for machine learning from Google, Inc. A code issue vulnerability exists in Google TensorFlow, which stems from a logical error in the organization of data, where the conversion from char to bool is undefined if the const char array is not 0...

Google TensorFlow buffer overflow vulnerability (CNVD-2022-80680)

Google TensorFlow is an end-to-end open source platform for machine learning from Google, Inc. A buffer overflow vulnerability exists in Google TensorFlow, which stems from tf.rawops.ResizeNearestNeighborGrad's lack of length size validation of the input data. validation, an attacker could exploi...

Google TensorFlow buffer overflow vulnerability (CNVD-2022-80696)

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 originates when an operation with a specified input size receives a different number of inputs, and the executor will crash. No...

org.apache.hama:hama-examples (>=0.4.0-incubating <=0.7.1), org.apache.hama:hama-graph (>=0.4.0-incubating <=0.7.1) +3 more potentially affected by CVE-2022-45470 via org.apache.hama:hama-core (>=0.4.0-incubating <=0.7.1)

org.apache.hama:hama-core MAVEN version =0.4.0-incubating, =0.4.0-incubating, =0.4.0-incubating, =0.7.0, =0.5.0, =0.7.0, =0.7.1 Source cves: CVE-2022-45470 Source advisory: OSV:GHSA-4WFH-48V4-3R84...

マイクロソフト 機械学習 メンバーシップ推論コンペティション (MICO) の発表

本ブログは、Announcing the Microsoft Machine Learning Membership Inference Competition MICOの抄訳版です。最新の情報は原文を参照してく...

CVE-2022-41909

TensorFlow is an open source platform for machine learning. An input encoded that is not a valid CompositeTensorVariant tensor will trigger a segfault in tf.rawops.CompositeTensorVariantToComponents. We have patched the issue in GitHub commits bf594d08d377dc6a3354d9fdb494b32d45f91971 and...

CVE-2022-41908

TensorFlow is an open source platform for machine learning. An input token that is not a UTF-8 bytestring will trigger a CHECK fail in tf.rawops.PyFunc. We have patched the issue in GitHub commit 9f03a9d3bafe902c1e6beb105b2f24172f238645. The fix will be included in TensorFlow 2.11. We will also...

CVE-2022-41907

TensorFlow is an open source platform for machine learning. When tf.rawops.ResizeNearestNeighborGrad is given a large size input, it overflows. We have patched the issue in GitHub commit 00c821af032ba9e5f5fa3fe14690c8d28a657624. The fix will be included in TensorFlow 2.11. We will also cherrypick...

CVE-2022-41900

TensorFlow is an open source platform for machine learning. The security vulnerability results in FractionalMaxAVGPool with illegal poolingratio. Attackers using Tensorflow can exploit the vulnerability. They can access heap memory which is not in the control of user, leading to a crash or remote...

CVE-2022-41898

TensorFlow is an open source platform for machine learning. If SparseFillEmptyRowsGrad is given empty inputs, TensorFlow will crash. We have patched the issue in GitHub commit af4a6a3c8b95022c351edae94560acc61253a1b8. The fix will be included in TensorFlow 2.11. We will also cherrypick this commi...

CVE-2022-41899

TensorFlow is an open source platform for machine learning. Inputs densefeatures or examplestatedata not of rank 2 will trigger a CHECK fail in SdcaOptimizer. We have patched the issue in GitHub commit 80ff197d03db2a70c6a111f97dcdacad1b0babfa. The fix will be included in TensorFlow 2.11. We will...

CVE-2022-41897

TensorFlow is an open source platform for machine learning. If FractionMaxPoolGrad is given outsize inputs rowpoolingsequence and colpoolingsequence, TensorFlow will crash. We have patched the issue in GitHub commit d71090c3e5ca325bdf4b02eb236cfb3ee823e927. The fix will be included in TensorFlow...

CVE-2022-41894

TensorFlow is an open source platform for machine learning. The reference kernel of the CONV3DTRANSPOSE TensorFlow Lite operator wrongly increments the dataptr when adding the bias to the result. Instead of dataptr += numchannels; it should be dataptr += outputnumchannels; as if the number of inp...

CVE-2022-41891

TensorFlow is an open source platform for machine learning. If tf.rawops.TensorListConcat is given elementshape=, it results segmentation fault which can be used to trigger a denial of service attack. We have patched the issue in GitHub commit fc33f3dc4c14051a83eec6535b608abe1d355fde. The fix wil...

CVE-2022-41889

TensorFlow is an open source platform for machine learning. If a list of quantized tensors is assigned to an attribute, the pywrap code fails to parse the tensor and returns a nullptr, which is not caught. An example can be seen in tf.compat.v1.extractvolumepatches by passing in quantized tensors...

CVE-2022-41887

TensorFlow is an open source platform for machine learning. tf.keras.losses.poisson receives a ypred and ytrue that are passed through functor::mul in BinaryOp. If the resulting dimensions overflow an int32, TensorFlow will crash due to a size mismatch during broadcast assignment. We have patched...

CVE-2022-41884

TensorFlow is an open source platform for machine learning. If a numpy array is created with a shape such that one element is zero and the others sum to a large number, an error will be raised. We have patched the issue in GitHub commit 2b56169c16e375c521a3bc8ea658811cc0793784. The fix will be...

CVE-2022-41880

TensorFlow is an open source platform for machine learning. When the BaseCandidateSamplerOp function receives a value in trueclasses larger than rangemax, a heap oob read occurs. We have patched the issue in GitHub commit b389f5c944cadfdfe599b3f1e4026e036f30d2d4. The fix will be included in...