CVE-2022-41909

CVE-2022-41909 affects TensorFlow: an input encoded that is not a valid CompositeTensorVariant can cause a segfault in tf.raw_ops.CompositeTensorVariantToComponents. Patches are in commits bf594d08d... and 660ce5a89e..., with the fix slated for TensorFlow 2.11 and cherry-picked to 2.10.1, 2.9.3, ...

CVE-2022-41883 Out of bounds segmentation fault due to unequal op inputs in Tensorflow

TensorFlow is an open source platform for machine learning. When ops that have specified input sizes receive a differing number of inputs, the executor will crash. We have patched the issue in GitHub commit f5381e0e10b5a61344109c1b7c174c68110f7629. The fix will be included in TensorFlow 2.11. We...

CVE-2022-41907 Overflow in `ResizeNearestNeighborGrad` in Tensorflow

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-2022-41880

TensorFlow CVE-2022-41880 describes a heap-based out-of-bounds read in BaseCandidateSamplerOp when true_classes contains a value greater than range_max. A patch was committed (b389f5c944cadfdfe599b3f1e4026e036f30d2d4) and the fix is scheduled for TensorFlow 2.11, with cherry-picks to 2.10.1, 2.9....

CVE-2022-41898

TensorFlow CVE-2022-41898 causes a crash when SparseFillEmptyRowsGrad is given empty inputs. The issue was patched in commit af4a6a3c8b95022c351edae94560acc61253a1b8 and will be included in TensorFlow 2.11; the patch will also be cherry-picked to 2.10.1, 2.9.3, and 2.8.4, which are within the sup...

CVE-2022-41894

CVE-2022-41894 affects TensorFlow/TFLite CONV_3D_TRANSPOSE reference kernel. The bug increments data_ptr by num_channels instead of output_num_channels, enabling an out-of-bounds write to the bias buffer when input channels exceed output channels. Attack requires using the reference kernel resolv...

CVE-2022-41897 `FractionalMaxPoolGrad` Heap out of bounds read in Tensorflow

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-2022-41907 Overflow in `ResizeNearestNeighborGrad` in Tensorflow

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 FractionalMaxPool and FractionalAVGPool heap out-of-bounds acess in Tensorflow

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 `CHECK` fail via inputs in `SparseFillEmptyRowsGrad` in Tensorflow

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-2022-41884

CVE-2022-41884 affects TensorFlow. A numpy array has a shape where one element is zero and the others sum to a large number, triggering an error. The issue has been fixed in commit 2b56169c16e375c521a3bc8ea658811cc0793784 and will be included in TensorFlow 2.11; the fix will also be cherry-picked...

CVE-2022-41883 Out of bounds segmentation fault due to unequal op inputs in Tensorflow

TensorFlow is an open source platform for machine learning. When ops that have specified input sizes receive a differing number of inputs, the executor will crash. We have patched the issue in GitHub commit f5381e0e10b5a61344109c1b7c174c68110f7629. The fix will be included in TensorFlow 2.11. We...

CVE-2022-41895 `MirrorPadGrad` heap out of bounds read in Tensorflow

TensorFlow is an open source platform for machine learning. If MirrorPadGrad is given outsize input paddings, TensorFlow will give a heap OOB error. We have patched the issue in GitHub commit 717ca98d8c3bba348ff62281fdf38dcb5ea1ec92. The fix will be included in TensorFlow 2.11. We will also...

Announcing the Microsoft Machine Learning Membership Inference Competition (MICO)

We’re excited to announce the launch of a new competition focusing on the security and privacy of machine learning ML systems. Machine learning has already become a key enabler in many products and services, and this trend is likely to continue. It is therefore critical to understand the security...

Rapid7 Takes Home 2 Awards and a Highly Commended Recognition at the 2022 Belfast Telegraph IT Awards

Rapid7 was honored at the Belfast Telegraph's annual IT Awards, Friday, taking home a pair of awards including the coveted “Best Place to Work in IT” in the large company category award, and the “Cyber Security Project of the Year” award, for groundbreaking machine learning research in applicatio...

Announcing the Microsoft Machine Learning Membership Inference Competition (MICO)

We’re excited to announce the launch of a new competition focusing on the security and privacy of machine learning ML systems. Machine learning has already become a key enabler in many products and services, and this trend is likely to continue. It is therefore critical to understand the security...

Announcing the Microsoft Machine Learning Membership Inference Competition (MICO)

We’re excited to announce the launch of a new competition focusing on the security and privacy of machine learning ML systems. Machine learning has already become a key enabler in many products and services, and this trend is likely to continue. It is therefore critical to understand the security...

New Updates for ESET's Advanced Home Solutions

It's no secret that antivirus software is as essential to your computer as a power cord. However, the threats don't stop at your devices. For example, criminals trying to steal your data can attack your Wi-Fi router, and phishing attempts can target your email. ESET's latest consumer product...

NGWAF - First Iteration Of ML Based Feedback WAF

The Motivation | What is the N3XT ST3P? With the explosive growth of web applications since the early 2000s, web-based attacks have progressively become more rampant. One common solution is the Web Application Firewall WAF. However, tweaking rules of current WAFs to improve the detection mechanis...

New Research: Optimizing DAST Vulnerability Triage with Deep Learning

On November 11th 2022, Rapid7 will for the first time publish and present state-of-the-art machine learning ML research at AISec, the leading venue for AI/ML cybersecurity innovations. Led by Dr. Stuart Millar, Senior Data Scientist, Rapid7's multi-disciplinary ML group has designed a novel deep...