CVE-2024-5452

CRITICAL

pytorch_lightning < 2.3.3 - Remote Code Execution via Deepdiff Delta Dunder Attribute Bypass

Title source: llm
STIX 2.1

Exploitation Summary

EIP tracks 1 public exploit for CVE-2024-5452. PoCs published by skrkcb2.

AI-analyzed exploit summary This repository provides a detailed analysis of CVE-2024-5452, a deserialization vulnerability in PyTorch Lightning's DeepDiff integration, leading to RCE via delta attribute manipulation and weak header validation.

Description

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.

Exploits (1)

nomisec WRITEUP
by skrkcb2 · poc
https://github.com/skrkcb2/CVE-2024-5452

This repository provides a detailed analysis of CVE-2024-5452, a deserialization vulnerability in PyTorch Lightning's DeepDiff integration, leading to RCE via delta attribute manipulation and weak header validation.

Classification
Writeup 90%
Attack Type
Rce
Complexity
Complex
Reliability
Reliable
Target: PyTorch Lightning <= 2.2.1
No auth needed
Prerequisites: Access to the /api/v1/delta endpoint · Ability to send crafted requests with manipulated delta attributes
devstral-2 · analyzed Feb 16, 2026 Full analysis →

Scores

CVSS v3 9.8
EPSS 0.5054
EPSS Percentile 97.9%
Attack Vector NETWORK
CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H

CISA SSVC

Vulnrichment
Exploitation poc
Automatable yes
Technical Impact total

Details

CWE
CWE-915 CWE-913
Status published
Products (2)
lightningai/pytorch_lightning < 2.3.3
pypi/lightning 0 - 2.3.3PyPI
Published Jun 06, 2024
Tracked Since Feb 18, 2026