PT-2021-23180 · Google · Tensorflow
Mihaimaruseac
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Published
2021-11-05
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Updated
2024-03-06
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CVE-2021-41208
CVSS v3.1
9.3
Critical
| Vector | AV:L/AC:L/PR:N/UI:N/S:C/C:H/I:H/A:H |
Name of the Vulnerable Software and Affected Versions
TensorFlow versions prior to 2.7.0
TensorFlow versions 2.6.1 and earlier
TensorFlow versions 2.5.2 and earlier
TensorFlow versions 2.4.4 and earlier
Description
The code for boosted trees in TensorFlow is still missing validation. As a result, attackers can trigger denial of service (via dereferencing
nullptrs or via CHECK-failures) as well as abuse undefined behavior (binding references to nullptrs). An attacker can also read and write from heap buffers, depending on the API that gets used and the arguments that are passed to the call. Given that the boosted trees implementation in TensorFlow is unmaintained, it is recommended to no longer use these APIs.Recommendations
For versions prior to 2.7.0, update to TensorFlow 2.7.0 or later.
For versions 2.6.1 and earlier, update to TensorFlow 2.6.1 or later.
For versions 2.5.2 and earlier, update to TensorFlow 2.5.2 or later.
For versions 2.4.4 and earlier, update to TensorFlow 2.4.4 or later.
As a temporary workaround, consider disabling the boosted trees APIs until a patch is available.
Restrict access to the vulnerable APIs to minimize the risk of exploitation.
Avoid using the vulnerable APIs in the affected versions until the issue is resolved.
Fix
Access of Uninitialized Pointer
NULL Pointer Dereference
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Related Identifiers
Affected Products
Tensorflow