Ludwig framework is vulnerable to insecure deserialization in its model serving component
Critical9.8CVE-2026-31238 · Published May 12, 2026 · updated Jun 29, 2026
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.
Affected versions
| Package | Affected | Fixed in |
|---|---|---|
| ludwig PyPI | <= 0.10.4 | No fix yet |
Details and references
- CVSS 3.1
- CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
- Severity from
- GitHub (reviewed advisory)
- Weakness
- CWE-502
- Also known as
- CVE-2026-31238, PYSEC-2026-405
More ludwig advisories
All ludwig| Date | Advisory | Severity | Fixed in |
|---|---|---|---|
| May 12 | Ludwig framework is vulnerable to insecure deserialization through its predict() method | Critical9.8 | No fix yet |