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-2022-41895

TensorFlow CVE-2022-41895 describes a heap-out-of-bounds read in MirrorPadGrad when input paddings are out of range. The issue is fixed in commit 717ca98d8c3bba348ff62281fdf38dcb5ea1ec92 and will be included in TensorFlow 2.11; a cherry-pick will be applied to 2.10.1, 2.9.3, and 2.8.4 for affecte...

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-2022-41893

CVE-2022-41893 affects TensorFlow where calling tf.raw_ops.TensorListResize with a nonscalar input for size triggers a CHECK failure, enabling a denial of service as described in the advisory. The root cause is a validation flaw in TensorListResize; a fix was committed (GitHub commit 888e34b49009...

CVE-2022-41900

TensorFlow CVE-2022-41900 affects FractionalMax(AVG)Pool due to an illegal pooling_ratio, potentially allowing access to heap memory and causing a crash or remote code execution. The issue has been patched in GitHub commit 216525144ee7c910296f5b05d214ca1327c9ce48, with the fix scheduled for Tenso...

CVE-2022-41885

TensorFlow vulnerability CVE-2022-41885 affects tf.raw_ops.FusedResizeAndPadConv2D when handling large tensor shapes, causing a buffer/overflow. A fix was committed (d66e1d568275e6a2947de97dca7a102a211e01ce) and will be included in TensorFlow 2.11. TensorFlow team will cherry-pick this commit to ...

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-2022-41908

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-2022-41887

TensorFlow CVE-2022-41887 describes a buffer/size-mismatch overflow in tf.keras.losses.poisson when y_pred/y_true dimensions overflow an int32 during broadcasting in BinaryOp. A patch is committed (c5b30379ba87cbe774b08ac50c1f6d36df4ebb7c) and will be included in TensorFlow 2.11; TensorFlow 2.10....

CVE-2022-41889

TensorFlow CVE-2022-41889 affects the pywrap path when a list of quantized tensors is assigned to an attribute; the code may parse a tensor and return a nullptr that is not caught, risking a crash. A fix is committed (e9e95553e541) and will be included in TensorFlow 2.11, with cherry-picks to 2.1...

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-2022-41885: Incorrect Calculation of Buffer Size

TensorFlow is an open source platform for machine learning. When tf.rawops.FusedResizeAndPadConv2D is given a large tensor shape, it overflows. We have patched the issue in GitHub commit d66e1d568275e6a2947de97dca7a102a211e01ce. The fix will be included in TensorFlow 2.11. We will also cherrypick...

CVE-2022-41895: Out-of-bounds Read

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...

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-2022-41898

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-2022-41909

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-2022-41898 `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...

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...