CVE-2024-5452 CRITICAL

CVE-2024-5452: RCE via Property/Class Pollution in lightning-ai/pytorch-lightning

Vendor Lightning-Ai
Product lightning-ai/pytorch-lightning
Weakness CWE-915
Published June 6, 2024
Last update October 15, 2025

CVSS base score

9.8/10
Attack vector Network
Attack complexity Low
Privileges required None
User interaction None
Confidentiality High
Integrity High

CVSS vector

CVSS:3.0/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H

What the vulnerability does

01Description

A remote code execution (RCE) vulnerability exists in the lightning-ai/pytorch-lightning library version 2.2.1 due to improper handling of deserialized user input and mismanagement of dunder attributes by the `deepdiff` library. The library uses `deepdiff.Delta` objects to modify application state based on frontend actions. However, it is possible to bypass the intended restrictions on modifying dunder attributes, allowing an attacker to construct a serialized delta that passes the deserializer whitelist and contains dunder attributes. When processed, this can be exploited to access other modules, classes, and instances, leading to arbitrary attribute write and total RCE on any self-hosted pytorch-lightning application in its default configuration, as the delta endpoint is enabled by default.

Key dates

02Disclosure timeline

June 6, 2024 CVE published
October 15, 2025 Record updated

Related vulnerabilities

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