HIGHVulnerability
Verified
Global

NVD HIGH: CVE-2026-31221 — PyTorch-Lightning versions 2.6.0 and earlier contain an insecure deserialization...

·Source: NIST NVD

Updated:

Executive Summary

PyTorch-Lightning versions 2.6.0 and earlier contain an insecure deserialization vulnerability (CWE-502) in the checkpoint loading mechanism. The LightningModule.load_from_checkpoint() method, which is commonly used to load saved model states, internally calls torch.load() without setting the security-restrictive weights_only=True parameter. This default behavior allows the deserialization of arbi

Analysis

PyTorch-Lightning versions 2.6.0 and earlier contain an insecure deserialization vulnerability (CWE-502) in the checkpoint loading mechanism. The LightningModule.load_from_checkpoint() method, which is commonly used to load saved model states, internally calls torch.load() without setting 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 checkpoint file, leading to arbitrary code execution on the victim's system when the file is loaded. CVSS Score: 7.8. Published: 2026-05-12T16:16:14.020.

Indicators of Compromise (1)

CVE (1)
CVE-2026-31221
Source Attribution

Originally published by NIST NVD on May 12, 2026. Verified by: NIST.

Related Threats