Goal Reached Thanks to every supporter — we hit 100%!

Goal: 1000 CNY · Raised: 1336 CNY

100%

CVE-2026-12481— Deserialization of Untrusted Data in keras-team/keras

AI Predicted 9.8 Difficulty: Easy EPSS 0.40% · P32

Affected Version Matrix 1

VendorProductVersion RangeStatus
keras-teamkeras-team/kerasunspecified≤ latestaffected
Get alerts for future matching vulnerabilitiesLog in to subscribe

I. Basic Information for CVE-2026-12481

Vulnerability Information

Have questions about the vulnerability? See if Shenlong's analysis helps!
View Shenlong Deep Dive ↗

Although we use advanced large model technology, its output may still contain inaccurate or outdated information.Shenlong tries to ensure data accuracy, but please verify and judge based on the actual situation.

Vulnerability Title
Deserialization of Untrusted Data in keras-team/keras
Source: NVD (National Vulnerability Database)
Vulnerability Description
A vulnerability in keras-team/keras version 3.14.0 allows for arbitrary code execution due to improper handling of deserialization in the `Lambda` layer. Specifically, the `_raise_for_lambda_deserialization()` function fails to enforce the safe-mode guard when `safe_mode` is set to `None`, which is the default value when `from_config()` is called outside of a `SafeModeScope` context. This logic error conflates `None` (unset/default-deny) with `False` (explicitly disabled), bypassing the guard and allowing attacker-controlled `marshal` bytecode to be deserialized. Affected call sites include `keras.layers.deserialize(config)`, `keras.models.clone_model(model)`, and any direct invocation of `Lambda.from_config(config)` without an enclosing `SafeModeScope(True)`. This vulnerability can be exploited to achieve arbitrary OS-level code execution in the context of the server or user process.
Source: NVD (National Vulnerability Database)
CVSS Information
N/A
Source: NVD (National Vulnerability Database)
Vulnerability Type
可信数据的反序列化
Source: NVD (National Vulnerability Database)
Vulnerability Title
Keras 反序列化注入漏洞
Source: CNNVD (China National Vulnerability Database)
Vulnerability Description
Keras是Keras团队开源的一个多后端深度学习框架。 Keras 3.14.0版本存在反序列化注入漏洞,该漏洞源于对Lambda层反序列化处理不当,导致代码执行。
Source: CNNVD (China National Vulnerability Database)
CVSS Information
N/A
Source: CNNVD (China National Vulnerability Database)
Vulnerability Type
N/A
Source: CNNVD (China National Vulnerability Database)

Affected Products

VendorProductAffected VersionsCPESubscribe
keras-teamkeras-team/keras unspecified ~ latest -

II. Public POCs for CVE-2026-12481

#POC DescriptionSource LinkShenlong Link
AI-Generated POCPremium

No public POC found.

Login to generate AI POC

III. Intelligence Information for CVE-2026-12481

登录查看更多情报信息。

Vendor Advisories for CVE-2026-12481 (1)

IV. Related Vulnerabilities

V. Comments for CVE-2026-12481

No comments yet


Leave a comment