The snorkel library thru v0.10.0 contains an insecure deserialization vulnerability (CWE-502) in the Trainer.load() method of the Trainer class. The method loads model checkpoint 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. A remote attacker can exploit this by providing a maliciously crafted model file, leading to arbitrary code execution on the victim's system when the file is loaded via the vulnerable method.
History

Wed, 13 May 2026 17:45:00 +0000

Type Values Removed Values Added
Title Insecure Deserialization in Snorkel Trainer.load Leading to Remote Code Execution

Wed, 13 May 2026 15:45:00 +0000

Type Values Removed Values Added
First Time appeared Snorkel
Snorkel snorkel
CPEs cpe:2.3:a:snorkel:snorkel:*:*:*:*:*:*:*:*
Vendors & Products Snorkel
Snorkel snorkel
Metrics cvssV3_1

{'score': 8.8, 'vector': 'CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H'}


Tue, 12 May 2026 18:15:00 +0000

Type Values Removed Values Added
Title Insecure Deserialization in Snorkel Trainer.load Leading to Remote Code Execution
Weaknesses CWE-502

Tue, 12 May 2026 16:00:00 +0000

Type Values Removed Values Added
Description The snorkel library thru v0.10.0 contains an insecure deserialization vulnerability (CWE-502) in the Trainer.load() method of the Trainer class. The method loads model checkpoint 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. A remote attacker can exploit this by providing a maliciously crafted model file, leading to arbitrary code execution on the victim's system when the file is loaded via the vulnerable method.
References

cve-icon MITRE

Status: PUBLISHED

Assigner: mitre

Published: 2026-05-12T00:00:00.000Z

Updated: 2026-05-12T15:15:03.621Z

Reserved: 2026-03-09T00:00:00.000Z

Link: CVE-2026-31222

cve-icon Vulnrichment

No data.

cve-icon NVD

Status : Analyzed

Published: 2026-05-12T16:16:14.120

Modified: 2026-05-13T15:47:09.107

Link: CVE-2026-31222

cve-icon Redhat

No data.