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

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

Description

CVE-2026-44484 is a critical vulnerability in PyTorch Lightning versions 2. 6. 2 and 2. 6. 3, where new functionality introduced is consistent with a credential harvesting mechanism. This embedded malicious code could allow an attacker to capture sensitive credentials without user interaction or privileges. The vulnerability has a high CVSS 4. 0 score of 9. 3, indicating network attack vector, low complexity, and no required privileges or user interaction. No official patch or remediation guidance is currently available from the vendor.

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

AI-Powered Analysis

Machine-generated threat intelligence

AILast updated: 05/22/2026, 15:35:55 UTC

Technical Analysis

PyTorch Lightning versions 2.6.2 and 2.6.3 contain embedded malicious code consistent with credential harvesting behavior, classified under CWE-506 (Embedded Malicious Code). The vulnerability allows an unauthenticated remote attacker to harvest credentials with high impact on confidentiality, integrity, and availability. The CVSS 4.0 vector indicates the attack requires no privileges or user interaction and can be performed remotely over the network. No vendor-provided patch or temporary fix is currently documented, and this is not a cloud service vulnerability.

Potential Impact

The vulnerability enables credential harvesting, which can lead to unauthorized access and compromise of sensitive information. The critical CVSS score reflects high impact on confidentiality, integrity, and availability. Exploitation could allow attackers to capture credentials without requiring user interaction or privileges, potentially leading to further system compromise or data breaches. No known exploits have been reported in the wild yet.

Mitigation Recommendations

Patch status is not yet confirmed — check the vendor advisory for current remediation guidance. Until an official fix is released, users should avoid using affected versions 2.6.2 and 2.6.3 of PyTorch Lightning. Monitor official Lightning-AI communications for updates. No vendor advisory or temporary fix is currently available.

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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

Threat ID: 6a05e888ec166c07b0eee375

Added to database: 5/14/2026, 3:21:44 PM

Last enriched: 5/22/2026, 3:35:55 PM

Last updated: 6/5/2026, 9:32:49 PM

Views: 61

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