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EPSS 0.4%top 68%

CVE-2026-44484: CWE-506: Embedded Malicious Code in Lightning-AI pytorch-lightning

0
Critical
VulnerabilityCVE-2026-44484cvecve-2026-44484cwe-506
Published: 05/14/2026 (05/14/2026, 14:59:03 UTC)
Source: CVE Database V5
Vendor/Project: Lightning-AI
Product: pytorch-lightning

Description

PyTorch Lightning is a deep learning framework to pretrain and finetune AI models. Versions 2.6.2 and 2.6.2 have introduced functionality consistent with a credential harvesting mechanism.

CVSS v4.0

Score 9.3critical

Attack Vector
Network
Attack Complexity
Low
Attack Requirements
None
Privileges Required
None
User Interaction
None
Vuln. Confidentiality
High
Vuln. Integrity
High
Vuln. Availability
High
Subsq. Confidentiality
None
Subsq. Integrity
None
Subsq. Availability
None
CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N

Affected software

pytorch-lightning
pkg:pypi/pytorch-lightning
Affected versions
=2.6.2=2.6.3

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AI-Powered Analysis

Machine-generated threat intelligence

AILast updated: 07/17/2026, 08:59:03 UTC

Technical Analysis

CVE-2026-44484 affects PyTorch Lightning versions 2.6.2 and 2.6.3 by introducing functionality consistent with embedded malicious code designed to harvest credentials. This vulnerability is categorized under CWE-506 (Embedded Malicious Code) and CWE-829 (Inclusion of Functionality from Untrusted Control Sphere). The CVSS 4.0 vector indicates network attack vector, low attack complexity, no privileges or user interaction required, and high impacts on confidentiality, integrity, and availability. The vendor advisory from Red Hat does not provide explicit remediation or patch information, and no known exploits are reported in the wild.

Potential Impact

The vulnerability allows an attacker to potentially harvest credentials through malicious code embedded in the affected PyTorch Lightning versions. Given the high CVSS score and critical severity, exploitation could lead to significant compromise of confidentiality, integrity, and availability of systems using these versions. However, no active exploitation has been reported so far.

Mitigation Recommendations

Patch status is not yet confirmed — check the vendor advisory for current remediation guidance. Since no official fix or patch is currently available, users should avoid using versions 2.6.2 and 2.6.3 of PyTorch Lightning until further notice. Monitor official vendor channels, including the Red Hat advisory, for updates on remediation or patches.

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Technical Details

Data Version
5.2
Assigner Short Name
GitHub_M
Date Reserved
2026-05-06T17:18:51.783Z
Cvss Version
4.0
State
PUBLISHED
Remediation Level
null
Vendor Advisory Urls
[{"url":"https://access.redhat.com/security/cve/CVE-2026-44484","vendor":"Red Hat"}]

Threat ID: 6a05e888ec166c07b0eee375

Added to database: 05/14/2026, 15:21:44 UTC

Last enriched: 07/17/2026, 08:59:03 UTC

Last updated: 07/23/2026, 20:52:07 UTC

Views: 93

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