CVE-2026-31234
Possible ATT&CK Techniques 2AI
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I. Basic Information for CVE-2026-31234
Vulnerability Information
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Vulnerability Title
N/A
Source: NVD (National Vulnerability Database)
Vulnerability 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.
Source: NVD (National Vulnerability Database)
CVSS Information
N/A
Source: NVD (National Vulnerability Database)
Vulnerability Type
N/A
Source: NVD (National Vulnerability Database)
Vulnerability Title
Horovod 安全漏洞
Source: CNNVD (China National Vulnerability Database)
Vulnerability Description
Horovod是Horovod开源的一个 TensorFlow、Keras、PyTorc h和 Apache MXNet 的分布式训练框架。 Horovod 0.28.1及之前版本存在安全漏洞，该漏洞源于KVStore HTTP服务器组件缺乏身份验证和授权控制，允许任何远程攻击者通过HTTP PUT写入任意数据，当Horovod工作节点从KVStore读取数据时使用cloudpickle.loads()反序列化数据而未验证来源或完整性，攻击者可通过在合法数据写入前发送恶意pickle有效载荷导致远程代码执
Source: CNNVD (China National Vulnerability Database)
CVSS Information
N/A
Source: CNNVD (China National Vulnerability Database)
Vulnerability Type
N/A
Source: CNNVD (China National Vulnerability Database)
Affected Products
| Vendor | Product | Affected Versions | CPE | Subscribe |
|---|---|---|---|---|
| - | n/a | n/a | - |
II. Public POCs for CVE-2026-31234
| # | POC Description | Source Link | Shenlong Link |
|---|
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Same Patch Batch · n/a · 2026-05-12 · 60 CVEs total
| CVE-2026-20754 | Intel NPU Drivers 代码问题漏洞 | |
| CVE-2026-20714 | Intel QAT software drivers for Windows 缓冲区错误漏洞 | |
| CVE-2025-35991 | Intel Xeon Scalable Processors 安全漏洞 | |
| CVE-2025-35990 | Intel Endpoint Management Assistant 输入验证错误漏洞 | |
| CVE-2025-35979 | Intel Processors 安全漏洞 | |
| CVE-2025-36510 | Intel Display Virtualization for Windows OS driver 缓冲区错误漏洞 | |
| CVE-2026-20793 | Intel QAT software drivers for Windows 安全漏洞 | |
| CVE-2026-20782 | Intel QAT software drivers for Windows 安全漏洞 | |
| CVE-2026-20772 | Intel Connectivity Performance Suite 代码问题漏洞 | |
| CVE-2026-20771 | Intel QAT software drivers for Windows 代码问题漏洞 | |
| CVE-2026-20794 | Intel Data Center Graphics Driver 安全漏洞 | |
| CVE-2026-20753 | Intel Slim Bootloader 输入验证错误漏洞 | |
| CVE-2026-20751 | Intel Data Center Graphics Driver 缓冲区错误漏洞 | |
| CVE-2026-20738 | Intel QuickAssist Adapter 8960 安全漏洞 | |
| CVE-2026-20718 | Intel NPU Driver for Linux和Intel NPU Driver for Windows 安全漏洞 | |
| CVE-2026-20717 | Intel QAT software drivers for Windows 输入验证错误漏洞 | |
| CVE-2025-65719 | kubectl-mcp-server 安全漏洞 | |
| CVE-2025-70842 | FluentCMS 跨站脚本漏洞 | |
| CVE-2026-31222 | Snorkel 安全漏洞 | |
| CVE-2026-31239 | Mamba 安全漏洞 |
Showing top 20 of 60 CVEs. View all on vendor page → →
IV. Related Vulnerabilities
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