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.
CVE-2026-31238
Score 9.8 from GitHub Security Advisory (severity: CRITICAL) published 2026-05-12. NVD baseline CVSS 9.8; sources differ by 0.0.
- High severity, but no confirmed exploitation yet
No vendor fix yet — apply a workaround or compensating control (WAF / firewall / segmentation) and watch for a patch.
- CVSS v3
- 9.8
- EG Score
- 9.8(medium)
- EG Risk
- 59(Track)EG Risk 59/100SSVC: Track
EG Risk is EchelonGraph's 0–100 priority score: it fuses intrinsic severity with real-world exploitation and automatability so you can rank equal-severity CVEs and fix the most dangerous first. Higher = act sooner. Distinct from the 0–10 EG Score (severity).
How it’s computedSeverity98% × 45%Exploitation1% × 40%Automatability100% × 15%Action: Routine — remediate on your standard cadence. - EPSS PROB
- 0%
- EPSS %ILE
- 41%
- KEV
- Not listed
Published
May 12, 2026
Last Modified
May 14, 2026
Advisory Details (2)
Auto-updated Sep 9, 2026GitHub - ludwig-ai/ludwig: Low-code framework for building custom LLMs, neural networks, and other AI models · GitHub
https://github.com/ludwig-ai/ludwigVendor Advisories for CVE-2026-31238(1)
These vendors published their own advisory mentioning this CVE — often with vendor-specific remediation steps + affected product lists not in NVD.
Patch Availability(1)
| Vendor / Ecosystem | Fixed in / Patch | Released | Source |
|---|---|---|---|
| pip | ludwig | — | ghsa |
Patches are aggregated from vendor advisories (Red Hat, Microsoft, Cisco, GitHub) and package ecosystems (OSV, GHSA). Multiple rows for the same upstream release have been deduplicated.
Affected Packages
(1 across 1 ecosystem)
PyPI(1)
| Package | Vulnerable range | Fixed in | Dependents |
|---|---|---|---|
| ludwig | 0.1.0 ... 0.9.3 (56 versions) | — | — |
Weakness Classification(1)
MITRE Common Weakness Enumeration — the root-cause categories this CVE belongs to.
Data Freshness Timeline
(refreshed 5× in last 7d / 34× in last 30d)
Each row is a source pipeline that fetched or updated this CVE on that date, with what changed. For example, "NVD update" means NVD published or revised its analysis for this CVE; "MITRE cvelistV5" means we ingested or refreshed it from the CNA feed. Most recent first.
Showing the most recent 100 of 323 total refreshes for this CVE.
- 2026-09-13 16:47 UTCEPSS rescore
- 2026-09-12 15:01 UTCEPSS rescore
- 2026-09-11 14:52 UTCEPSS rescore
- 2026-09-10 09:34 UTCEPSS rescore
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- 2026-09-06 13:47 UTCEPSS rescore
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- 2026-08-30 19:17 UTCEPSS rescore
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- 2026-08-27 14:25 UTCEPSS rescore
- 2026-08-26 14:46 UTCEPSS rescore
- 2026-08-25 13:49 UTCEPSS rescore
- 2026-08-24 14:17 UTCEPSS rescore
- 2026-08-24 00:53 UTCGHSA enrichment
- 2026-08-23 18:20 UTCEG score recompute
- 2026-08-23 18:20 UTCGHSA enrichment
- 2026-08-23 00:19 UTCEPSS rescore
- 2026-08-21 23:49 UTCEPSS rescore
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- 2026-08-20 22:55 UTCEPSS rescore
- 2026-08-20 22:55 UTCEPSS rescore
- 2026-08-19 17:03 UTCEPSS rescore
- 2026-08-18 13:48 UTCEPSS rescore
- 2026-08-17 13:47 UTCEPSS rescore
- 2026-08-17 10:53 UTCEG score recompute
- 2026-08-17 10:53 UTCGHSA enrichment
- 2026-08-16 14:56 UTCEPSS rescore
- 2026-08-16 08:36 UTCGHSA enrichment
- 2026-08-16 04:15 UTCEG score recompute
- 2026-08-16 04:15 UTCGHSA enrichment
- 2026-08-16 02:14 UTCEPSS rescore
- 2026-08-15 01:30 UTCEPSS rescore
- 2026-08-15 00:26 UTCGHSA enrichment
- 2026-08-14 20:05 UTCGHSA enrichment
- 2026-08-14 15:45 UTCGHSA enrichment
- 2026-08-14 11:25 UTCGHSA enrichment
- 2026-08-14 07:06 UTCGHSA enrichment
- 2026-08-14 02:46 UTCEG score recompute
- 2026-08-14 02:46 UTCGHSA enrichment
- 2026-08-13 22:00 UTCEPSS rescore
- 2026-08-13 10:47 UTCGHSA enrichment
- 2026-08-13 05:56 UTCGHSA enrichment
- 2026-08-13 00:55 UTCGHSA enrichment
- 2026-08-12 20:35 UTCGHSA enrichment
- 2026-08-12 16:15 UTCEG score recompute
- 2026-08-12 16:15 UTCGHSA enrichment
- 2026-08-12 13:50 UTCEPSS rescore
- 2026-08-12 00:28 UTCGHSA enrichment
- 2026-08-11 20:07 UTCGHSA enrichment
- 2026-08-11 15:42 UTCEG score recompute
- 2026-08-11 15:42 UTCGHSA enrichment
- 2026-08-11 09:50 UTCGHSA enrichment
- 2026-08-11 05:23 UTCGHSA enrichment
- 2026-08-11 01:03 UTCEG score recompute
- 2026-08-11 01:03 UTCGHSA enrichment
- 2026-08-11 00:00 UTCEPSS rescore
- 2026-08-10 12:49 UTCGHSA enrichment
- 2026-08-10 08:29 UTCGHSA enrichment
- 2026-08-10 04:09 UTCGHSA enrichment
- 2026-08-09 23:49 UTCGHSA enrichment
- 2026-08-09 19:29 UTCGHSA enrichment
- 2026-08-09 15:09 UTCEG score recompute
- 2026-08-09 15:09 UTCGHSA enrichment
- 2026-08-09 13:46 UTCEPSS rescore
- 2026-08-09 10:50 UTCGHSA enrichment
- 2026-08-09 06:26 UTCGHSA enrichment
- 2026-08-09 02:06 UTCEG score recompute
- 2026-08-09 02:06 UTCGHSA enrichment
- 2026-08-08 16:37 UTCEPSS rescore
- 2026-08-08 09:56 UTCGHSA enrichment
- 2026-08-08 05:36 UTCGHSA enrichment
- 2026-08-08 01:16 UTCGHSA enrichment
- 2026-08-07 20:56 UTCGHSA enrichment
- 2026-08-07 16:36 UTCEG score recompute
- 2026-08-07 16:36 UTCGHSA enrichment
- 2026-08-07 12:16 UTCGHSA enrichment
- 2026-08-07 07:56 UTCGHSA enrichment
- 2026-08-07 01:30 UTCGHSA enrichment
- 2026-08-06 21:09 UTCGHSA enrichment
- 2026-08-06 16:50 UTCEG score recompute
- 2026-08-06 16:50 UTCGHSA enrichment
- 2026-08-06 13:46 UTCEPSS rescore
- 2026-08-06 10:50 UTCGHSA enrichment
- 2026-08-06 06:29 UTCGHSA enrichment
- 2026-08-06 02:09 UTCGHSA enrichment
- 2026-08-05 21:49 UTCEG score recompute
- 2026-08-05 21:49 UTCGHSA enrichment
- 2026-08-05 19:17 UTCEPSS rescore
- 2026-08-04 15:10 UTCEPSS rescore
- 2026-08-04 10:38 UTCEPSS rescore
- 2026-08-04 03:57 UTCGHSA enrichment
- 2026-08-03 23:37 UTCGHSA enrichment
- 2026-08-03 19:17 UTCEG score recompute
- 2026-08-03 19:17 UTCGHSA enrichment
Frequently asked(5)
What is CVE-2026-31238?
When was CVE-2026-31238 disclosed?
Is CVE-2026-31238 actively exploited?
What is the CVSS score of CVE-2026-31238?
How do I remediate CVE-2026-31238?
Dependency Blast Radius
See which npm, PyPI, Go, and Maven packages are affected by CVE-2026-31238
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