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-2022-41898 `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-2022-41899

CVE-2022-41899 — TensorFlow SdcaOptimizer rank check issue . The vulnerability occurs when inputs are not rank-2 and triggers a CHECK failure in SdcaOptimizer, potentially impacting availability. The root cause is a rank validation check in the optimizer. Patch available in GitHub commit 80ff197d...

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-2022-41897

CVE-2022-41897 affects TensorFlow when FractionMaxPoolGrad receives outsize inputs in row_pooling_sequence or col_pooling_sequence, causing a crash due to a heap/out-of-bounds read. The issue is addressed in a GitHub commit (d71090c3e5ca325bdf4b02eb236cfb3ee823e927) and the fix will be included i...

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-2022-41908

TensorFlow CVE-2022-41908: CHECK fail in tf.raw_ops.PyFunc triggered by non-UTF-8 input tokens. Patch committed (9f03a9d3bafe902c1e6beb105b2f24172f238645); fix slated for TensorFlow 2.11 with cherry-picks to 2.10.1, 2.9.3, and 2.8.4. No exploit details provided in the documents.

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-2022-41907: Incorrect Calculation of Buffer Size

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-2022-41891

CVE-2022-41891 (TensorFlow) : A segmentation fault occurs in tf.raw_ops.TensorListConcat when element_shape is []; this can trigger a denial-of-service. A patch was committed (fc33f3dc4c14051a83eec6535b608abe1d355fde) and will be included in TensorFlow 2.11. TensorFlow 2.10.1, 2.9.3, and 2.8.4 wi...

CVE-2022-41888 Unckecked rank size in `tf.image.generate_bounding_box_proposals` in Tensorflow

TensorFlow is an open source platform for machine learning. When running on GPU, tf.image.generateboundingboxproposals receives a scores input that must be of rank 4 but is not checked. We have patched the issue in GitHub commit cf35502463a88ca7185a99daa7031df60b3c1c98. The fix will be included i...

CVE-2022-41886

CVE-2022-41886 affects TensorFlow. The vulnerability occurs in the operator tf.raw_ops.ImageProjectiveTransformV2 when it outputs a large shape, causing an overflow. A patch is in the GitHub commit 8faa6ea692985dbe6ce10e1a3168e0bd60a723ba and the fix will be included in TensorFlow 2.11; TensorFlo...

CVE-2022-41887 Overflow in `tf.keras.losses.poisson` in Tensorflow

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-2022-41880 ThreadUnsafeUnigramCandidateSampler Heap out of bounds in Tensorflow

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...

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...