Tensorflow is an Open Source Machine Learning Framework. A malicious user can cause a denial of service by altering a SavedModel such that any binary op would trigger CHECK failures. This occurs when the protobuf part corresponding to the tensor arguments is modified such that the dtype no longer matches the dtype expected by the op. In that case, calling the templated binary operator for the binary op would receive corrupted data, due to the type confusion involved. If Tin and Tout don't match the type of data in out and input_* tensors then flat<*> would interpret it wrongly. In most cases, this would be a silent failure, but we have noticed scenarios where this results in a CHECK crash, hence a denial of service. The fix will be included in TensorFlow 2.8.0. We will also cherrypick this commit on TensorFlow 2.7.1, TensorFlow 2.6.3, and TensorFlow 2.5.3, as these are also affected and still in supported range.
CVE-2022-23583
This medium-severity CVE scores 6.5 under NVD CVSS v3. EPSS exploit probability: 0.9%, top 45% of all CVEs by exploit prediction. GitHub Security Advisory data not yet ingested — confidence will rise once GHSA publishes (typical lag: hours to days for open-source ecosystem CVEs; never for infrastructure-only CVEs).
- Lower severity and no public exploit yet
No vendor fix yet — apply a workaround or compensating control (WAF / firewall / segmentation) and watch for a patch.
- CVSS v3
- 6.5
- EG Score
- 6.5(medium)
- EG Risk
- 45(Track)EG Risk 45/100SSVC: Track
EG Risk is EchelonGraph's 0–100 priority score: it fuses intrinsic severity with real-world exploitation and automatability so you can rank equal-severity CVEs and fix the most dangerous first. Higher = act sooner. Distinct from the 0–10 EG Score (severity).
How it’s computedSeverity65% × 45%Exploitation40% × 40%Automatability0% × 15%Action: Routine — remediate on your standard cadence. - EPSS
- 55.1%
- KEV
- Not listed
Published
February 4, 2022
Last Modified
November 21, 2024
References (6)
- security-advisories@githubhttps://github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/kernels/cwise_ops_common.h#L88-L137
- security-advisories@githubhttps://github.com/tensorflow/tensorflow/commit/a7c02f1a9bbc35473969618a09ee5f9f5d3e52d9
- security-advisories@githubhttps://github.com/tensorflow/tensorflow/security/advisories/GHSA-gjqc-q9g6-q2j3
- af854a3a-2127-422b-91ae-364da2661108https://github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/kernels/cwise_ops_common.h#L88-L137
- af854a3a-2127-422b-91ae-364da2661108https://github.com/tensorflow/tensorflow/commit/a7c02f1a9bbc35473969618a09ee5f9f5d3e52d9
- af854a3a-2127-422b-91ae-364da2661108https://github.com/tensorflow/tensorflow/security/advisories/GHSA-gjqc-q9g6-q2j3
Affected Packages
(3 across 1 ecosystem)
PyPI(3)
| Package | Vulnerable range | Fixed in | Dependents |
|---|---|---|---|
| tensorflow | 2.7.0 | 2.7.1 | — |
| tensorflow-cpu | 1.15.0 ... 2.6.2 (26 versions) | 2.6.3 | — |
| tensorflow-gpu | 0.12.0 ... 2.6.2 (61 versions) | 2.6.3 | — |
Weakness Classification(2)
MITRE Common Weakness Enumeration — the root-cause categories this CVE belongs to.
Data Freshness Timeline
(refreshed 14× in last 7d / 45× in last 30d)
Each row is a source pipeline that fetched or updated this CVE on that date, with what changed. For example, "NVD update" means NVD published or revised its analysis for this CVE; "MITRE cvelistV5" means we ingested or refreshed it from the CNA feed. Most recent first.
Showing the most recent 100 of 101 total refreshes for this CVE.
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Related CVEs(same CWE)
Same CWE
10 shownCWE-843
- CVE-2016-1000005EG 9.8CRITICAL
- CVE-2012-0507EG 9.8 KEVEPSS 100%CRITICAL
- CVE-2017-5070NVD 8.8EG 9.0 KEVEPSS 98%HIGH
- CVE-2017-11292NVD 8.8EG 9.0 KEVEPSS 96%HIGH
- CVE-2017-8291NVD 7.8EG 9.0 KEVEPSS 100%HIGH
- CVE-2017-0037NVD 8.1EG 9.0 KEVEPSS 100%HIGH
- CVE-2011-0611NVD 8.8EG 9.0 KEVEPSS 100%HIGH
- CVE-2012-4512EG 8.8EPSS 96%HIGH
- CVE-2018-17685EG 8.8HIGH
- CVE-2018-14317EG 8.8HIGH
Frequently asked(5)
What is CVE-2022-23583?
When was CVE-2022-23583 disclosed?
Is CVE-2022-23583 actively exploited?
What is the CVSS score of CVE-2022-23583?
How do I remediate CVE-2022-23583?
Dependency Blast Radius
See which npm, PyPI, Go, and Maven packages are affected by CVE-2022-23583
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