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Github Security Blog
Github Security Blog
•added 2021/11/10 6:45 p.m.•49 views

`SparseFillEmptyRows` heap OOB

Impact The implementation of SparseFillEmptyRows can be made to trigger a heap OOB access: python import tensorflow as tf data=tf.rawops.SparseFillEmptyRows indices=0,0,0,0,0,0, values='sssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssss', denseshape=5,3, defaultvalue='o' This occurs...

7.1CVSS2.2AI score0.00208EPSS
SaveExploits1References7Affected Software3
OSV
OSV
•added 2021/11/05 9:15 p.m.•27 views

CVE-2021-41219

TensorFlow is an open source platform for machine learning. In affected versions the code for sparse matrix multiplication is vulnerable to undefined behavior via binding a reference to nullptr. This occurs whenever the dimensions of a or b are 0 or less. In the case on one of these is 0, an empt...

7.8CVSS6.7AI score
SaveExploits0References2
NVD
NVD
•added 2021/11/05 9:15 p.m.•44 views

CVE-2021-41219

TensorFlow is an open source platform for machine learning. In affected versions the code for sparse matrix multiplication is vulnerable to undefined behavior via binding a reference to nullptr. This occurs whenever the dimensions of a or b are 0 or less. In the case on one of these is 0, an empt...

7.8CVSS0.00211EPSS
SaveExploits1References2
NVD
NVD
•added 2021/11/05 9:15 p.m.•26 views

CVE-2021-41223

TensorFlow is an open source platform for machine learning. In affected versions the implementation of FusedBatchNorm kernels is vulnerable to a heap OOB access. The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6.1, TensorFlow 2.5.2, and TensorFlow...

7.1CVSS0.00208EPSS
SaveExploits1References2
NVD
NVD
•added 2021/11/05 9:15 p.m.•39 views

CVE-2021-41224

TensorFlow is an open source platform for machine learning. In affected versions the implementation of SparseFillEmptyRows can be made to trigger a heap OOB access. This occurs whenever the size of indices does not match the size of values. The fix will be included in TensorFlow 2.7.0. We will al...

7.1CVSS0.00208EPSS
SaveExploits1References2
OSV
OSV
•added 2021/11/05 9:15 p.m.•27 views

CVE-2021-41223

TensorFlow is an open source platform for machine learning. In affected versions the implementation of FusedBatchNorm kernels is vulnerable to a heap OOB access. The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6.1, TensorFlow 2.5.2, and TensorFlow...

7.1CVSS6.6AI score
SaveExploits0References2
OSV
OSV
•added 2021/11/05 9:15 p.m.•22 views

CVE-2021-41211

TensorFlow is an open source platform for machine learning. In affected versions the shape inference code for QuantizeV2 can trigger a read outside of bounds of heap allocated array. This occurs whenever axis is a negative value less than -1. In this case, we are accessing data before the start o...

7.1CVSS6.7AI score
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Prion
Prion
•added 2021/11/05 9:15 p.m.•24 views

Design/Logic Flaw

TensorFlow is an open source platform for machine learning. In affected versions the implementation of SparseFillEmptyRows can be made to trigger a heap OOB access. This occurs whenever the size of indices does not match the size of values. The fix will be included in TensorFlow 2.7.0. We will al...

3.6CVSS6.8AI score0.00208EPSS
SaveExploits1References2Affected Software1
OSV
OSV
•added 2021/11/05 9:15 p.m.•27 views

PYSEC-2021-632

TensorFlow is an open source platform for machine learning. In affected versions the implementation of FusedBatchNorm kernels is vulnerable to a heap OOB access. The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6.1, TensorFlow 2.5.2, and TensorFlow...

7.1CVSS3AI score0.00208EPSS
SaveExploits1References2
attackerkb
attackerkb
•added 2021/11/05 9:15 p.m.•11 views

CVE-2021-41211

TensorFlow is an open source platform for machine learning. In affected versions the shape inference code for QuantizeV2 can trigger a read outside of bounds of heap allocated array. This occurs whenever axis is a negative value less than -1. In this case, we are accessing data before the start o...

7.1CVSS7.1AI score0.00208EPSS
SaveExploits1References3Affected Software1
OSV
OSV
•added 2021/11/05 9:15 p.m.•36 views

PYSEC-2021-620

TensorFlow is an open source platform for machine learning. In affected versions the shape inference code for QuantizeV2 can trigger a read outside of bounds of heap allocated array. This occurs whenever axis is a negative value less than -1. In this case, we are accessing data before the start o...

7.1CVSS1.9AI score0.00208EPSS
SaveExploits1References2
OSV
OSV
•added 2021/11/05 9:15 p.m.•21 views

PYSEC-2021-633

TensorFlow is an open source platform for machine learning. In affected versions the implementation of SparseFillEmptyRows can be made to trigger a heap OOB access. This occurs whenever the size of indices does not match the size of values. The fix will be included in TensorFlow 2.7.0. We will al...

7.1CVSS2.8AI score0.00208EPSS
SaveExploits1References2
OSV
OSV
•added 2021/11/05 9:15 p.m.•13 views

PYSEC-2021-818

TensorFlow is an open source platform for machine learning. In affected versions the shape inference code for QuantizeV2 can trigger a read outside of bounds of heap allocated array. This occurs whenever axis is a negative value less than -1. In this case, we are accessing data before the start o...

7.1CVSS5.9AI score0.00208EPSS
SaveExploits1References2
Mend
Mend
•added 2021/11/05 8:50 p.m.•2 views

CVE-2021-41219

TensorFlow is an open source platform for machine learning. In affected versions the code for sparse matrix multiplication is vulnerable to undefined behavior via binding a reference to nullptr. This occurs whenever the dimensions of a or b are 0 or less. In the case on one of these is 0, an empt...

8.5CVSS0.00211EPSS
SaveExploits1References7
Cvelist
Cvelist
•added 2021/11/05 8:50 p.m.•61 views

CVE-2021-41219 Undefined behavior via `nullptr` reference binding in sparse matrix multiplication

TensorFlow is an open source platform for machine learning. In affected versions the code for sparse matrix multiplication is vulnerable to undefined behavior via binding a reference to nullptr. This occurs whenever the dimensions of a or b are 0 or less. In the case on one of these is 0, an empt...

7.8CVSS7.8AI score0.00211EPSS
SaveExploits1References2
Mend
Mend
•added 2021/11/05 8:20 p.m.•2 views

CVE-2021-41226

TensorFlow is an open source platform for machine learning. In affected versions the implementation of SparseBinCount is vulnerable to a heap OOB access. This is because of missing validation between the elements of the values argument and the shape of the sparse output. The fix will be included ...

7.1CVSS0.00208EPSS
SaveExploits1References7
Mend
Mend
•added 2021/11/05 8:20 p.m.•2 views

CVE-2021-41223

TensorFlow is an open source platform for machine learning. In affected versions the implementation of FusedBatchNorm kernels is vulnerable to a heap OOB access. The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6.1, TensorFlow 2.5.2, and TensorFlow...

7.1CVSS0.00208EPSS
SaveExploits1References7
Cvelist
Cvelist
•added 2021/11/05 8:20 p.m.•28 views

CVE-2021-41223 Heap OOB read in `FusedBatchNorm` kernels

TensorFlow is an open source platform for machine learning. In affected versions the implementation of FusedBatchNorm kernels is vulnerable to a heap OOB access. The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6.1, TensorFlow 2.5.2, and TensorFlow...

7.1CVSS7.1AI score0.00208EPSS
SaveExploits1References2
CVE
CVE
•added 2021/11/05 8:20 p.m.•115 views

CVE-2021-41223

CVE-2021-41223 describes a heap out-of-bounds (OOB) access in TensorFlow's FusedBatchNorm kernels in affected releases. The vulnerability affects the FusedBatchNorm implementation; the fix is planned for TensorFlow 2.7.0, with cherry-picks to 2.6.1, 2.5.2, and 2.4.4 (still in supported range). Mu...

7.1CVSS6.8AI score0.00208EPSS
SaveExploits1References2Affected Software1
Mend
Mend
•added 2021/11/05 8:20 p.m.•4 views

CVE-2021-41224

TensorFlow is an open source platform for machine learning. In affected versions the implementation of SparseFillEmptyRows can be made to trigger a heap OOB access. This occurs whenever the size of indices does not match the size of values. The fix will be included in TensorFlow 2.7.0. We will al...

7.1CVSS0.00208EPSS
SaveExploits1References7
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