Google Tensorflow Vulnerabilities

Timeline

The analysis of the timeline helps to identify the required approach and handling of single vulnerabilities and vulnerability collections. This overview makes it possible to see less important slices and more severe hotspots at a glance. Initiating immediate vulnerability response and prioritizing of issues is possible.

Last Year

The analysis of the timeline helps to identify the required approach and handling of single vulnerabilities and vulnerability collections. This overview makes it possible to see less important slices and more severe hotspots at a glance. Initiating immediate vulnerability response and prioritizing of issues is possible.

Version

2.0220
2.1220
2.2220
2.3220
2.4220

Grouping all affected versions of a specific product helps to determine existing issues. This makes it possible to determine vendors and products which need attention when it comes to remediations.

Remediation

Official Fix365
Temporary Fix0
Workaround0
Unavailable1
Not Defined4

Vendors and researchers are eager to find countermeasures to mitigate security vulnerabilities. These can be distinguished between multiple forms and levels of remediation which influence risks differently.

Exploitability

High0
Functional0
Proof-of-Concept0
Unproven0
Not Defined370

Researcher and attacker which are looking for security vulnerabilities try to exploit them for academic purposes or personal gain. The level and quality of exploitability can be distinguished to determine simplicity and strength of attacks.

Access Vector

Not Defined0
Physical0
Local2
Adjacent1
Network367

The approach a vulnerability it becomes important to use the expected access vector. This is typically via the network, local, or physically even.

Authentication

Not Defined0
High0
Low90
None280

To exploit a vulnerability a certail level of authentication might be required. Vulnerabilities without such a requirement are much more popular.

User Interaction

Not Defined0
Required218
None152

Some attack scenarios require some user interaction by a victim. This is typical for phishing, social engineering and cross site scripting attacks.

C3BM Index

Our unique C3BM Index (CVSSv3 Base Meta Index) cumulates the CVSSv3 Meta Base Scores of all entries over time. Comparing this index to the amount of disclosed vulnerabilities helps to pinpoint the most important events.

Last Year

Our unique C3BM Index (CVSSv3 Base Meta Index) cumulates the CVSSv3 Meta Base Scores of all entries over time. Comparing this index to the amount of disclosed vulnerabilities helps to pinpoint the most important events.

CVSSv3 Base

≤10
≤20
≤31
≤419
≤5156
≤6101
≤778
≤814
≤91
≤100

The Common Vulnerability Scoring System (CVSS) is an industry standard to define the characteristics and impacts of security vulnerabilities. The base score represents the intrinsic aspects that are constant over time and across user environments. Our unique meta score merges all available scores from different sources to aggregate to the most reliable result.

CVSSv3 Temp

≤10
≤20
≤32
≤418
≤5157
≤6146
≤737
≤810
≤90
≤100

The Common Vulnerability Scoring System (CVSS) uses temp scores to reflect the characteristics of a vulnerability that may change over time but not across user environments. This includes reporting confidence, exploitability and remediation levels. We do also provide our unique meta score for temp scores, even though other sources rarely publish them.

VulDB

≤10
≤20
≤31
≤4102
≤5176
≤65
≤785
≤81
≤90
≤100

The moderation team is always defining the base vector and base score for an entry. These and all other available scores are used to generate the meta score.

NVD

≤10
≤20
≤30
≤40
≤50
≤67
≤72
≤866
≤93
≤104

The National Vulnerability Database (NVD) is also defining CVSS vectors and scores. These are usually not complete and might differ from VulDB scores.

CNA

≤10
≤20
≤30
≤40
≤521
≤698
≤736
≤827
≤912
≤100

A CVE Numbering Authority (CNA) is responsible for assigning new CVE entries. They might also include a CVSS score. These are usually not complete and might differ from VulDB scores.

Vendor

≤10
≤20
≤30
≤40
≤50
≤60
≤70
≤80
≤90
≤100

Some vendors are willing to publish their own CVSS vectors and scores for vulnerabilities in their products. The coverage varies from vendor to vendor.

Research

≤10
≤20
≤30
≤40
≤50
≤60
≤70
≤80
≤90
≤100

There are sometimes also security researcher which provide their own CVSS vectors and scores for vulnerabilities they have found and published.

Exploit 0-day

<1k0
<2k0
<5k40
<10k223
<25k107
<50k0
<100k0
≥100k0

The moderation team is working with the threat intelligence team to determine prices for exploits. Our unique algorithm is used to identify the 0-day prices for an exploit, before it got distributed or became public. Calculated prices are aligned to prices disclosed by vulnerability broker and compared to prices we see on exploit markets.

Exploit Today

<1k175
<2k99
<5k90
<10k5
<25k1
<50k0
<100k0
≥100k0

The 0-day prices do not consider time-relevant factors. The today price does reflect price impacts like disclosure of vulnerability details, alternative exploits, availability of countermeasures. These dynamic aspects might decrease the exploit prices over time. Under certain circumstances this happens very fast.

Exploit Market Volume

Our unique calculation of exploit prices makes it possible to forecast the expected exploit market volume. The calculated prices for all possible 0-day expoits are cumulated for this task. Comparing the volume to the amount of disclosed vulnerabilities helps to pinpoint the most important events.

Last Year

Our unique calculation of exploit prices makes it possible to forecast the expected exploit market volume. The calculated prices for all possible 0-day expoits are cumulated for this task. Comparing the volume to the amount of disclosed vulnerabilities helps to pinpoint the most important events.

🔴 CTI Activities

Our unique Cyber Threat Intelligence aims to determine the ongoing research of actors to anticipiate their acitivities. Observing exploit markets on the Darknet, discussions of vulnerabilities on mailinglists, and exchanges on social media makes it possible to identify planned attacks. Monitored actors and activities are classified whether they are offensive or defensive. They are also weighted as some actors are well-known for certain products and technologies. And some of their disclosures might contain more or less details about technical aspects and personal context. The world map highlights active actors in real-time.

Affected Versions (50): 1.0, 1.1, 1.1.1, 1.1.2, 1.1.3, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.12, 1.12.1, 2.0, 2.1, 2.1.1, 2.1.2, 2.1.3, 2.2, 2.2.1, 2.2.2, 2.3, 2.3.1, 2.3.2, 2.3.3, 2.4, 2.4.1, 2.4.2, 2.4.3, 2.5, 2.5.1, 2.5.2, 2.6, 2.6.1, 2.6.2, 2.6.3, 2.7, 2.7.1, 2.8, 2.8.1, 2.8.2, 2.8.3, 2.8.4, 2.9, 2.9.1, 2.9.2, 2.9.3, 2.10, 2.10.1, 2.11

Link to Product Website: https://www.google.com/

Software Type: Artificial Intelligence Software

PublishedBaseTempVulnerability0dayTodayExpRemCTICVE
12/07/20223.93.9Google TensorFlow MakeGrapplerFunctionItem out-of-bounds$5k-$25k$0-$5kNot DefinedOfficial Fix0.80+CVE-2022-41910
12/07/20225.04.8Google TensorFlow MakeGrapplerFunctionItem out-of-bounds write$5k-$25k$5k-$25kNot DefinedOfficial Fix0.84+CVE-2022-41902
11/19/20223.93.9Google TensorFlow type conversion$5k-$25k$0-$5kNot DefinedOfficial Fix0.03CVE-2022-41911
11/19/20223.93.9Google TensorFlow tf.raw_ops.PyFunc denial of service$5k-$25k$0-$5kNot DefinedOfficial Fix0.03CVE-2022-41908
11/19/20223.13.0Google TensorFlow SdcaOptimizer denial of service$5k-$25k$0-$5kNot DefinedOfficial Fix0.04CVE-2022-41899
11/19/20224.34.1Google TensorFlow FractionMaxPoolGrad out-of-bounds$5k-$25k$0-$5kNot DefinedOfficial Fix0.03CVE-2022-41897
11/19/20223.93.9Google TensorFlow ThreadUnsafeUnigramCandidateSampler denial of service$5k-$25k$0-$5kNot DefinedOfficial Fix0.00CVE-2022-41896
11/19/20223.93.9Google TensorFlow out-of-bounds$5k-$25k$0-$5kNot DefinedOfficial Fix0.00CVE-2022-41895
11/19/20223.93.9Google TensorFlow tf.raw_ops.TensorListResize assertion$5k-$25k$0-$5kNot DefinedOfficial Fix0.04CVE-2022-41893
11/19/20223.93.9Google TensorFlow tf.raw_ops.TensorListConcat denial of service$5k-$25k$0-$5kNot DefinedOfficial Fix0.03CVE-2022-41891
11/19/20223.93.9Google TensorFlow ToShape type conversion$5k-$25k$0-$5kNot DefinedOfficial Fix0.05CVE-2022-41890
11/19/20223.93.9Google TensorFlow tf.compat.v1.extract_volume_patches null pointer dereference$5k-$25k$0-$5kNot DefinedOfficial Fix0.02CVE-2022-41889
11/19/20223.93.9Google TensorFlow tf.image.generate_bounding_box_proposals denial of service$5k-$25k$0-$5kNot DefinedOfficial Fix0.03CVE-2022-41888
11/19/20223.93.9Google TensorFlow tf.keras.losses.poisson buffer size$5k-$25k$0-$5kNot DefinedOfficial Fix0.02CVE-2022-41887
11/19/20223.93.9Google TensorFlow tf.raw_ops.ImageProjectiveTransformV2 buffer size$5k-$25k$0-$5kNot DefinedOfficial Fix0.03CVE-2022-41886
11/19/20223.93.9Google TensorFlow tf.raw_ops.FusedResizeAndPadConv2D buffer size$5k-$25k$0-$5kNot DefinedOfficial Fix0.07CVE-2022-41885
11/19/20223.93.9Google TensorFlow control flow$5k-$25k$0-$5kNot DefinedOfficial Fix0.02CVE-2022-41884
11/19/20223.93.9Google TensorFlow tf.raw_ops.CompositeTensorVariantToComponents memory corruption$5k-$25k$0-$5kNot DefinedOfficial Fix0.04CVE-2022-41909
11/19/20223.93.9Google TensorFlow tf.raw_ops.ResizeNearestNeighborGrad buffer size$5k-$25k$0-$5kNot DefinedOfficial Fix0.03CVE-2022-41907
11/19/20223.93.9Google TensorFlow tf.raw_ops.SparseMatrixNNZ denial of service$5k-$25k$0-$5kNot DefinedOfficial Fix0.02CVE-2022-41901
11/19/20224.94.9Google TensorFlow out-of-bounds$5k-$25k$0-$5kNot DefinedOfficial Fix0.04CVE-2022-41883
11/19/20225.95.8Google TensorFlow BaseCandidateSamplerOp out-of-bounds$5k-$25k$0-$5kNot DefinedOfficial Fix0.03CVE-2022-41880
11/19/20226.05.9Google TensorFlow Output Channels CONV_3D_TRANSPOSE buffer overflow$5k-$25k$5k-$25kNot DefinedOfficial Fix0.02CVE-2022-41894
11/19/20226.05.9Google TensorFlow out-of-bounds write$5k-$25k$5k-$25kNot DefinedOfficial Fix0.02CVE-2022-41900
09/17/20225.75.7Google TensorFlow QuantizeAndDequantizeV3 assertion$5k-$25k$0-$5kNot DefinedOfficial Fix0.00CVE-2022-36026

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