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CVE-2022-23591

19
FAUCET Score

CVE-2022-23591 is a high-severity vulnerability affecting Google TensorFlow, an open-source machine learning framework. It stems from a flaw in how TensorFlow processes GraphDef formats, specifically when loading SavedModels containing self-recursive functions, which are not permitted by design. This can lead to a stack overflow during execution, resulting in a denial of service (availability impact). The vulnerability has a CVSS score of 7.5 (HIGH) with a network attack vector and low attack complexity, requiring no user interaction. There is currently no evidence of active exploitation, publicly available exploit code, or significant community discussion surrounding this CVE.

Impacted Technologies

VendorProductVersion(s)CPE
<= 2.5.2CPE matchmatch criteria
cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:*
>= 2.6.0, <= 2.6.2CPE matchmatch criteria
cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:*
2.7.0CPE matchmatch criteria
cpe:2.3:a:google:tensorflow:2.7.0:*:*:*:*:*:*:*

CVSS Data

CVSS version used by this source: 3.1

7.5HIGH

CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H

Attack Vector
NETWORK
Attack Complexity
LOW
Privileges Required
NONE
User Interaction
NONE
Scope
UNCHANGED
Confidentiality Impact
NONE
Integrity Impact
NONE
Availability Impact
HIGH
Exploitability Score
3.9
Impact Score
3.6
CvssVersion
3.1

Exploit Intelligence

EPSS Score
0.79%
Probability of exploitation in next 30 days
EPSS Percentile
52.5%
Percentile rank of EPSS score among Peer Group
As of 2026-07-28
Model: v2026.06.15
This CVE's current EPSS score of 0.0079 is in the 28th percentile among its peer group of 51,553 CVEs.

Social Chatter

No social media mentions found for this CVE.

The average CVE in this peer group has 0.0 Twitter, 0.0 Reddit, 0.1 Bluesky, 0.1 Mastodon, and 0.4 GitHub mentions.

Media Mentions

No media coverage found for this CVE.

The average CVE in this peer group has 0.1 InfoSec Media, 0.0 Vendor Blog, and 0.0 Security Researcher mentions.

Remediation

Patch Available

Vendor Patches (10)

github_advisorypatch availablevia nvd_reference
View patch
pippatch availablevia ghsa
Product: tensorflowFixed in: 2.6.3
pippatch availablevia ghsa
Product: tensorflowFixed in: 2.7.1
pippatch availablevia ghsa
Product: tensorflow-cpuFixed in: 2.5.3
pippatch availablevia ghsa
Product: tensorflow-cpuFixed in: 2.6.3
pippatch availablevia ghsa
Product: tensorflowFixed in: 2.5.3
pippatch availablevia ghsa
Product: tensorflow-gpuFixed in: 2.5.3
pippatch availablevia ghsa
Product: tensorflow-gpuFixed in: 2.6.3
pippatch availablevia ghsa
Product: tensorflow-gpuFixed in: 2.7.1
pippatch availablevia ghsa
Product: tensorflow-cpuFixed in: 2.7.1

Vendor Advisories (1)

pipGHSA-247x-2f9f-5wp7high

Stack overflow in TensorFlow

Feb 9, 2022

References

github.com / tensorflow/tensorflow/commit/448a16182065bd08a202d9057dd8ca541e67996c
PatchThird Party Advisory
github.com / tensorflow/tensorflow/security/advisories/GHSA-247x-2f9f-5wp7
PatchThird Party Advisory