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CVE-2022-23559
February 04, 2022
Tensorflow is an Open Source Machine Learning Framework. An attacker can craft a TFLite model that would cause an integer overflow in embedding lookup operations. Both "embedding_size" and "lookup_size" are products of values provided by the user. Hence, a malicious user could trigger overflows in the multiplication. In certain scenarios, this can then result in heap OOB read/write. Users are advised to upgrade to a patched version.
Affected Packages
tensorflow-cpu (PYTHON):
Affected version(s) =2.7.0 <2.7.1
Fix Suggestion:
Update to version 2.7.1
tensorflow-gpu (PYTHON):
Affected version(s) =2.7.0 <2.7.1
Fix Suggestion:
Update to version 2.7.1
tensorflow-cpu (PYTHON):
Affected version(s) >=2.6.0 <2.6.3
Fix Suggestion:
Update to version 2.6.3
tensorflow (PYTHON):
Affected version(s) >=0.11.0rc2 <2.5.3
Fix Suggestion:
Update to version 2.5.3
tensorflow-gpu (PYTHON):
Affected version(s) >=0.12.0rc0 <2.5.3
Fix Suggestion:
Update to version 2.5.3
tensorflow (PYTHON):
Affected version(s) =2.7.0 <2.7.1
Fix Suggestion:
Update to version 2.7.1
tensorflow-gpu (PYTHON):
Affected version(s) >=2.6.0 <2.6.3
Fix Suggestion:
Update to version 2.6.3
tensorflow-cpu (PYTHON):
Affected version(s) >=0.0.0 <2.5.3
Fix Suggestion:
Update to version 2.5.3
tensorflow (PYTHON):
Affected version(s) >=2.6.0 <2.6.3
Fix Suggestion:
Update to version 2.6.3
Additional Notes
The description of this vulnerability differs from MITRE.
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CVSS v4
Base Score:
8.7
Attack Vector
NETWORK
Attack Complexity
LOW
Attack Requirements
NONE
Privileges Required
LOW
User Interaction
NONE
Vulnerable System Confidentiality
HIGH
Vulnerable System Integrity
HIGH
Vulnerable System Availability
HIGH
Subsequent System Confidentiality
NONE
Subsequent System Integrity
NONE
Subsequent System Availability
NONE
CVSS v3
Base Score:
8.8
Attack Vector
NETWORK
Attack Complexity
LOW
Privileges Required
LOW
User Interaction
NONE
Scope
UNCHANGED
Confidentiality
HIGH
Integrity
HIGH
Availability
HIGH
CVSS v2
Base Score:
6.5
Access Vector
NETWORK
Access Complexity
LOW
Authentication
SINGLE
Confidentiality Impact
PARTIAL
Integrity Impact
PARTIAL
Availability Impact
PARTIAL
Weakness Type (CWE)
Integer Overflow or Wraparound
EPSS
Base Score:
0.52