CVE-2026-31234: n/a
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.
AI Analysis
Technical Summary
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.
CVE-2026-31234: n/a
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
Affected software
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Weaknesses
AI-Powered Analysis
Machine-generated threat intelligence
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.
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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