High

Keras is vulnerable to Deserialization of Untrusted Data

  • Disclosed: 19.09.2025
  • Updated: 11.10.2026 15:17

Arbitrary Code Execution in Keras

Keras versions prior to 3.11.0 allow for arbitrary code execution when loading a crafted .keras model archive, even when safe_mode=True.

The issue arises because the archive’s config.json is parsed before layer deserialization. This can invoke keras.config.enable_unsafe_deserialization(), effectively disabling safe mode from within the loading process itself. An attacker can place this call first in the archive and then include a Lambda layer whose function is deserialized from a pickle, leading to the execution of attacker-controlled Python code as soon as a victim loads the model file.

Exploitation requires a user to open an untrusted model; no additional privileges are needed. The fix in version 3.11.0 enforces safe-mode semantics before reading any user-controlled configuration and prevents the toggling of unsafe deserialization via the config file.

Affected versions: < 3.11.0 Patched version: 3.11.0

It is recommended to upgrade to version 3.11.0 or later and to avoid opening untrusted model files.

Affected software

Click a technology to see all vulnerabilities affecting it.

PlatformPackageVulnerable versionsFixed in
Python (PyPI) keras < 3.11.0 3.11.0

References

CVSS score 7.3/10
CVSS vector
CVSS:3.1/AV:L/AC:L/PR:L/UI:R/S:U/C:H/I:H/A:H
Weakness (CWE)
CWE-502
Platform
Python (PyPI)
Package
keras
Disclosed
19.09.2025
Updated
11.10.2026 15:17

Sources and licenses

OSV / GitHub Advisory Database - PYSEC-2025-76 - PyPA Advisory Database; CC BY 4.0

OSV / GitHub Advisory Database - GHSA-36fq-jgmw-4r9c - CC BY 4.0

Vulnerability history: keras

All published vulnerabilities of this package (Python (PyPI)), newest first. Shows whether this is a one-off slip or a package that needs watching.

All (20) in the archive
Total entries
20
First → latest
04.2024 08.2026
Without a fix
1
Exploited in attacks
0

Severity breakdown

  • Critical 2
  • High 11
  • Medium 6
  • Low 1

Disclosures per year

  1. 2024: 1
  2. 2025: 8
  3. 2026: 11
Severity:
  1. High · 7.8 CVE-2026-12484 < 3.12.3, >= 3.13.0, < 3.15.0 3.12.3, 3.15.0
  2. High · 8.8 CVE-2026-12481 < 3.12.3, >= 3.13.0, < 3.15.0 3.12.3, 3.15.0
  3. High · 8.8 CVE-2026-1462 < 3.13.2 3.13.2
  4. High · 7.1 CVE-2026-1669 >= 3.13.0, < 3.13.2, >= 3.0.0, < 3.12.1 3.13.2, 3.12.1
  5. High · 9.8 CVE-2025-12060 < 3.12.0 3.12.0
  6. Critical · 9.8 CVE-2025-49655 >= 3.11.0, < 3.11.3 3.11.3
  7. Keras is vulnerable to Deserialization of Untrusted Data this entry
    High · 7.3 CVE-2025-9906 < 3.11.0 3.11.0
  8. High · 8.8 CVE-2025-8747 >= 3.0.0, < 3.11.0 3.11.0
  9. High CVE-2025-1550 >= 3.0.0, < 3.9.0 3.9.0
  10. Critical · 9.8 CVE-2024-3660 < 2.13.1rc0 2.13.1rc0

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