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CVE-2026-90614: Deserialization in FedML-AI FedML

0
Medium
VulnerabilityCVE-2026-90614cvecve-2026-90614
Published: 09/14/2026 (09/14/2026, 01:45:10 UTC)
Source: CVE Database V5
Vendor/Project: FedML-AI
Product: FedML

Description

A weakness has been identified in FedML-AI FedML up to 0.9.6. Affected by this issue is the function S3Storage.read_model of the file fedml/core/distributed/communication/s3/remote_storage.py of the component MQTT+S3 Communication Backend. This manipulation of the argument s3_key_str causes deserialization. Remote exploitation of the attack is possible. The project was informed of the problem early through an issue report but has not responded yet.

CVSS v4.0

Score 5.3medium

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

Affected software

FedML-AI

FedML

Affected versions
=0.9.0=0.9.1=0.9.2=0.9.3=0.9.4=0.9.5=0.9.6
fedml
pkg:pypi/fedml
Affected versions
=0.9.0=0.9.1=0.9.2=0.9.3=0.9.4=0.9.5=0.9.6
CPE configurations
cpe:2.3:a:fedml-ai:fedml:*:*:*:*:*:*:*:*

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AI-Powered Analysis

Machine-generated threat intelligence

AILast updated: 09/14/2026, 15:32:05 UTC

Technical Analysis

This vulnerability affects the FedML-AI FedML project up to version 0.9.6 in the function S3Storage.read_model located in fedml/core/distributed/communication/s3/remote_storage.py. The issue arises from manipulation of the s3_key_str argument, which leads to deserialization. Remote exploitation is possible without user interaction and requires low attack complexity with low privileges. The vulnerability has a CVSS 4.0 base score of 5.3 (medium severity). The vendor has been notified but has not yet responded. Patch availability is indicated, and as a cloud service, remediation is typically managed by the vendor.

Potential Impact

The vulnerability allows remote attackers to exploit deserialization in the S3Storage.read_model function, potentially leading to unauthorized code execution or other impacts associated with unsafe deserialization. The attack requires low privileges and no user interaction. The overall impact is rated medium severity with limited confidentiality, integrity, and availability impact.

Mitigation Recommendations

A patch is available for this vulnerability. Since FedML is a cloud-hosted service, the vendor typically manages remediation server-side. Users should monitor the vendor advisory for confirmation of patch deployment and apply any recommended updates or mitigations once available.

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Technical Details

Data Version
5.2
Assigner Short Name
VulDB
Date Reserved
2026-09-12T19:42:51.777Z
Cvss Version
4.0
State
PUBLISHED
Is Cloud Service
true

Threat ID: 6aa8100055bf5e2cf53beb26

Added to database: 09/14/2026, 15:17:20 UTC

Last enriched: 09/14/2026, 15:32:05 UTC

Last updated: 09/15/2026, 05:19:13 UTC

Views: 15

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