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Vulnrichment
Vulnrichment
added 2022/02/03 11:28 a.m.9 views

CVE-2022-21733 Memory exhaustion in Tensorflow

Tensorflow is an Open Source Machine Learning Framework. The implementation of StringNGrams can be used to trigger a denial of service attack by causing an out of memory condition after an integer overflow. We are missing a validation on padwitdh and that result in computing a negative value for...

4.3CVSS6.4AI score0.00821EPSS
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CVE
CVE
added 2022/02/03 11:28 a.m.98 views

CVE-2022-21733

TensorFlow StringNGrams vulnerability CVE-2022-21733 causes memory exhaustion (OOM) due to missing validation of pad_width, which can result in a negative ngram_width used during output allocation. Affects TensorFlow/StringNGrams path in multiple TF versions; remediation is to upgrade to TensorFl...

6.5CVSS5.5AI score0.00821EPSS
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CVE
CVE
added 2022/02/03 11:21 a.m.138 views

CVE-2022-21732

CVE-2022-21732 affects TensorFlow’s ThreadPoolHandle. The vulnerability stems from allowing an unbounded num_threads value (only checked to be non-negative), enabling memory exhaustion and a potential denial-of-service. A fix is available in TensorFlow 2.8.0, with cherry-picks to 2.7.1, 2.6.3 and...

6.5CVSS5.3AI score0.00765EPSS
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OSV
OSV
added 2022/02/03 11:21 a.m.21 views

CVE-2022-21732 Memory exhaustion in Tensorflow

Tensorflow is an Open Source Machine Learning Framework. The implementation of ThreadPoolHandle can be used to trigger a denial of service attack by allocating too much memory. This is because the numthreads argument is only checked to not be negative, but there is no upper bound on its value. Th...

4.3CVSS6.3AI score
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NVD
NVD
added 2022/02/03 11:15 a.m.29 views

CVE-2022-21730

Tensorflow is an Open Source Machine Learning Framework. The implementation of FractionalAvgPoolGrad does not consider cases where the input tensors are invalid allowing an attacker to read from outside of bounds of heap. The fix will be included in TensorFlow 2.8.0. We will also cherrypick this...

8.1CVSS0.00815EPSS
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NVD
NVD
added 2022/02/03 11:15 a.m.34 views

CVE-2022-21728

Tensorflow is an Open Source Machine Learning Framework. The implementation of shape inference for ReverseSequence does not fully validate the value of batchdim and can result in a heap OOB read. There is a check to make sure the value of batchdim does not go over the rank of the input, but there...

8.1CVSS0.01125EPSS
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NVD
NVD
added 2022/02/03 11:15 a.m.56 views

CVE-2022-21727

Tensorflow is an Open Source Machine Learning Framework. The implementation of shape inference for Dequantize is vulnerable to an integer overflow weakness. The axis argument can be -1 the default value for the optional argument or any other positive value at most the number of dimensions of the...

8.8CVSS0.00659EPSS
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Prion
Prion
added 2022/02/03 11:15 a.m.19 views

Design/Logic Flaw

Tensorflow is an Open Source Machine Learning Framework. The implementation of Dequantize does not fully validate the value of axis and can result in heap OOB accesses. The axis argument can be -1 the default value for the optional argument or any other positive value at most the number of...

6.5CVSS8.8AI score0.00818EPSS
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Prion
Prion
added 2022/02/03 11:15 a.m.26 views

Integer overflow

Tensorflow is an Open Source Machine Learning Framework. The implementation of shape inference for Dequantize is vulnerable to an integer overflow weakness. The axis argument can be -1 the default value for the optional argument or any other positive value at most the number of dimensions of the...

6.5CVSS8.8AI score0.00659EPSS
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OSV
OSV
added 2022/02/03 11:15 a.m.22 views

PYSEC-2022-54

Tensorflow is an Open Source Machine Learning Framework. The implementation of FractionalAvgPoolGrad does not consider cases where the input tensors are invalid allowing an attacker to read from outside of bounds of heap. The fix will be included in TensorFlow 2.8.0. We will also cherrypick this...

8.1CVSS3.3AI score0.00815EPSS
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Prion
Prion
added 2022/02/03 11:15 a.m.18 views

Out-of-bounds

Tensorflow is an Open Source Machine Learning Framework. The implementation of FractionalAvgPoolGrad does not consider cases where the input tensors are invalid allowing an attacker to read from outside of bounds of heap. The fix will be included in TensorFlow 2.8.0. We will also cherrypick this...

5.5CVSS7.8AI score0.00815EPSS
SaveExploits1References3Affected Software1
OSV
OSV
added 2022/02/03 11:15 a.m.19 views

PYSEC-2022-50

Tensorflow is an Open Source Machine Learning Framework. The implementation of Dequantize does not fully validate the value of axis and can result in heap OOB accesses. The axis argument can be -1 the default value for the optional argument or any other positive value at most the number of...

8.8CVSS1.5AI score0.00818EPSS
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OSV
OSV
added 2022/02/03 11:15 a.m.22 views

PYSEC-2022-52

Tensorflow is an Open Source Machine Learning Framework. The implementation of shape inference for ReverseSequence does not fully validate the value of batchdim and can result in a heap OOB read. There is a check to make sure the value of batchdim does not go over the rank of the input, but there...

8.1CVSS1.5AI score0.01125EPSS
SaveExploits1References4
Vulnrichment
Vulnrichment
added 2022/02/03 11:07 a.m.8 views

CVE-2022-21727 Integer overflow in Tensorflow

Tensorflow is an Open Source Machine Learning Framework. The implementation of shape inference for Dequantize is vulnerable to an integer overflow weakness. The axis argument can be -1 the default value for the optional argument or any other positive value at most the number of dimensions of the...

7.6CVSS8.9AI score0.00659EPSS
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CVE
CVE
added 2022/02/03 11:07 a.m.169 views

CVE-2022-21727

CVE-2022-21727 : TensorFlow’s Dequantize shape inference is vulnerable to an integer overflow because the axis bound is not checked before computing axis+1. The fix is to be included in TensorFlow 2.8.0, with cherry-picks to 2.7.1, 2.6.3, and 2.5.3. Remediation guidance across connected sources i...

8.8CVSS8.2AI score0.00659EPSS
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Cvelist
Cvelist
added 2022/02/03 11:07 a.m.58 views

CVE-2022-21727 Integer overflow in Tensorflow

Tensorflow is an Open Source Machine Learning Framework. The implementation of shape inference for Dequantize is vulnerable to an integer overflow weakness. The axis argument can be -1 the default value for the optional argument or any other positive value at most the number of dimensions of the...

7.6CVSS9.1AI score0.00659EPSS
SaveExploits1References3
CVE
CVE
added 2022/02/03 11:01 a.m.114 views

CVE-2022-21726

TensorFlow CVE-2022-21726 affects the Dequantize path, where axis validation is insufficient and can cause heap-out-of-bounds reads. The issue arises when axis is -1 (default) or any large positive value not checked against input dimensions, reading past the dimensions array. A fix is planned for...

8.8CVSS8.4AI score0.00818EPSS
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CVE
CVE
added 2022/02/03 10:55 a.m.135 views

CVE-2022-21728

CVE-2022-21728 affects TensorFlow: ReverseSequence shape-inference can yield a heap-based out-of-bounds read because batch_dim is checked for being too large but not for negative values. The mitigation path is a forthcoming fix in TensorFlow 2.8.0, with cherry-picks into 2.7.1, 2.6.3, and 2.5.3. ...

8.1CVSS8AI score0.01125EPSS
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Cvelist
Cvelist
added 2022/02/03 10:55 a.m.43 views

CVE-2022-21728 Out of bounds read in Tensorflow

Tensorflow is an Open Source Machine Learning Framework. The implementation of shape inference for ReverseSequence does not fully validate the value of batchdim and can result in a heap OOB read. There is a check to make sure the value of batchdim does not go over the rank of the input, but there...

8.1CVSS8.3AI score0.01125EPSS
SaveExploits1References4
CVE
CVE
added 2022/02/03 10:48 a.m.110 views

CVE-2022-21730

Summary: CVE-2022-21730 describes an out-of-bounds read in TensorFlow’s FractionalAvgPoolGrad due to invalid input handling. This affects TensorFlow releases prior to the fixed patch and is resolved by the fix in TensorFlow 2.8.0, with cherry-picks to 2.7.1, 2.6.3, and 2.5.3. Affected component: ...

8.1CVSS7.9AI score0.00815EPSS
SaveExploits1References3Affected Software1
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