9.8
/ 10
CRITICAL
CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
Description
The Ludwig framework thru 0.10.4 is vulnerable to insecure deserialization (CWE-502) in its model serving component. When starting a model server with the ludwig serve command, the framework loads model weight files using torch.load() without enabling the security-restrictive weights_only=True parameter. This default behavior allows the deserialization of arbitrary Python objects via the pickle module. An attacker can exploit this by providing a maliciously crafted PyTorch model file, leading to arbitrary code execution on the system hosting the Ludwig model server.
AI Analysis
Insecure deserialization vulnerability in Ludwig framework's model serving component, allowing arbitrary code execution via malicious PyTorch model files.
Basic Information
ID
CVE-2026-31238
Source
mitre
Published
May 12, 2026 at 00:00
Modified
May 14, 2026 at 19:54
Affected Product
Vendor
Ludwig AI
Product
Ludwig
Version
0.10.4
Affected Versions
n/a n/a n/a
CWE Classification
AI Assessment
AI Score
9.8 / 10
AI Severity
Critical
Vendor
Ludwig AI
Product
Ludwig
Version
0.10.4