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EPSS 0.7%top 51%

CVE-2026-31234: n/a

0
Critical
VulnerabilityCVE-2026-31234cvecve-2026-31234
Published: 05/12/2026 (05/12/2026, 00:00:00 UTC)
Source: CVE Database V5

Description

Horovod thru 0.28.1 contains an insecure deserialization vulnerability (CWE-502) in its KVStore HTTP server component. The KVStore server, used for distributed task coordination, lacks authentication and authorization controls, allowing any remote attacker to write arbitrary data via HTTP PUT requests. When a Horovod worker reads data from the KVStore (via HTTP GET), it deserializes the data using cloudpickle.loads() without verifying its source or integrity. An attacker can exploit this by sending a malicious pickle payload to the server before the legitimate data is written, causing the victim worker to deserialize and execute arbitrary code, leading to remote code execution.

CVSS v3.1

Score 9.8critical

Attack Vector
Network
Attack Complexity
Low
Privileges Required
None
User Interaction
None
Scope
Unchanged
Confidentiality
High
Integrity
High
Availability
High
CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H

Affected software

GitHub Actionsmore threats →ai
horovod/horovod
pkg:github/horovod/horovod
Affected versions
<=0.28.1

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AI-Powered Analysis

Machine-generated threat intelligence

AILast updated: 05/20/2026, 18:40:48 UTC

Technical Analysis

Horovod up to version 0.28.1 contains a CWE-502 insecure deserialization vulnerability in its KVStore HTTP server used for distributed task coordination. The server does not enforce authentication or authorization, permitting any remote attacker to send arbitrary data through HTTP PUT requests. When a Horovod worker retrieves data via HTTP GET, it deserializes it using cloudpickle.loads() without validation, enabling execution of attacker-controlled code. This vulnerability can result in remote code execution with full impact on confidentiality, integrity, and availability. No patch or official remediation has been documented as of the published date.

Potential Impact

An attacker can remotely execute arbitrary code on a Horovod worker by exploiting the insecure deserialization of attacker-controlled data in the KVStore server. This compromises confidentiality, integrity, and availability of the affected system. The vulnerability is critical with a CVSS score of 9.8, indicating high potential impact if exploited. There are no known exploits in the wild at this time.

Mitigation Recommendations

Patch status is not yet confirmed — check the vendor advisory for current remediation guidance. Until an official fix is available, users should consider restricting network access to the KVStore HTTP server to trusted entities only and avoid exposing it to untrusted networks. Monitoring for unusual HTTP PUT requests to the KVStore server may help detect exploitation attempts.

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Technical Details

Data Version
5.2
Assigner Short Name
mitre
Date Reserved
2026-03-09T00:00:00.000Z
Cvss Version
null
State
PUBLISHED
Remediation Level
null

Threat ID: 6a036531cbff5d861008c1b7

Added to database: 05/12/2026, 17:36:49 UTC

Last enriched: 05/20/2026, 18:40:48 UTC

Last updated: 07/31/2026, 19:22:58 UTC

Views: 47

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