PT-2023-20222 · Google · Tensorflow

Dengyinlin · Published 2023-03-27 · Updated 2024-03-06 · CVE-2023-25661

Positive Technologies (AI Summary)

CVSS v3.1

6.5

Medium

Base vector

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

Name of the Vulnerable Software and Affected Versions TensorFlow versions prior to 2.11.1

Description A malicious invalid input can crash a TensorFlow model and be used to trigger a denial of service attack. This issue can be exploited using the Convolution3DTranspose function, a common API in modern neural networks. The ML models containing such vulnerable components could be deployed in ML applications or as cloud services, potentially allowing an attacker to trigger a denial of service attack on ML cloud services. An attacker must have privilege to provide input to a Convolution3DTranspose call.

Recommendations For versions prior to 2.11.1, upgrade to version 2.11.1 to resolve the issue. As a temporary workaround, consider restricting the use of the Convolution3DTranspose function until a patch is applied. Avoid using the Convolution3DTranspose layer with untrusted input to minimize the risk of exploitation.

Exploit

Fix

RCE

Weakness Enumeration

CWE-20

Related Identifiers

AZL-31197

BIT-TENSORFLOW-2023-25661

CVE-2023-25661

GHSA-FXGC-95XX-GRVQ

Affected Products

Tensorflow

References · 10

• 🔥 https://github.com/tensorflow/tensorflow/security/advisories/GHSA-fxgc-95xx-grvq · Exploit
• 🔥 https://github.com/CVEProject/cvelistV5/tree/main/cves/2023/25xxx/CVE-2023-25661.json · Exploit
• https://github.com/tensorflow/tensorflow/commit/948fe6369a5711d4b4568ea9bbf6015c6dfb77e2 · Patch
• https://nvd.nist.gov/vuln/detail/CVE-2023-25661 · Security Note
• https://osv.dev/vulnerability/CVE-2023-25661 · Vendor Advisory
• https://osv.dev/vulnerability/GHSA-fxgc-95xx-grvq · Vendor Advisory
• https://osv.dev/vulnerability/BIT-tensorflow-2023-25661 · Vendor Advisory
• https://osv.dev/vulnerability/AZL-31197 · Vendor Advisory
• https://github.com/tensorflow/tensorflow · Note
• https://github.com/keras-team/keras/commit/85db5d07db54b853484bfd358c3894d948c36baf · Note