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CVE-2026-44484: PyTorch Lightning is a deep learning framework to pretrain and finetune AI models

48
This month
CRITICAL 9.8REMOTEDOWNGRADE

CVE-2026-44484 is a critical-severity flaw (CVSS 9.8) affecting pytorch lightning. Below: why it ranks where it does, which versions are affected, what to do, and the exact commands.

PyTorch Lightning is a deep learning framework to pretrain and finetune AI models. Versions 2.6.2 and 2.6.2 have introduced functionality consistent with a credential harvesting mechanism.

Why this priority

  • Critical severity
  • Remotely exploitable, no login, no user action

No fix is published yet: follow the downgrade or mitigation steps.

Risk facts

CVSS score9.8 (Critical)
Attack vectorNetwork (remote)
Attack complexityLow
Privileges neededNone
User interactionNone
EPSS exploit chance0.4% (top 67%)
CISA exploited listNo
WeaknessCWE-506, CWE-829
Published2026-05-14
Last modified2026-07-15
Publisher (CNA): GitHub, Inc. · Vendor: lightningai

Share: LinkedIn · X · Reddit

Last updated 2026-07-15 · Sources: CVE Program, NVD, CISA KEV, EPSS and vendor advisories · How we score

Am I affected?

Timeline

lightningai pytorch lightning DOWNGRADE
Affected: 2.6.2 · 2.6.3
Fixed in: no fixed release known
Safe to downgrade to: a release before 2.6.2
1. Check installed version
pip show pytorch-lightning
2. No fixed release: DOWNGRADE to a release before 2.6.2
pip index versions pytorch-lightning pip install "pytorch-lightning<2.6.2"
Downgrade risk
Downgrading can break dependent software and may reopen older bugs. Read the distro advisory first and test on a non-production host.
After downgrade
Restart the service, and keep the package held until a fixed release ships.
Verify at the official source NVD · CVE Program · Report a problem with this page
Scores and fixes here are computed automatically from those and other public sources. Confirm with the vendor advisory before changing production systems.

Quick answers

How do I fix CVE-2026-44484?

pytorch lightning: downgrade or apply the listed mitigation. Exact commands for each OS are on this page.

Is CVE-2026-44484 being exploited?

CVE-2026-44484 is not on the CISA Known Exploited Vulnerabilities list at the time of the last update. Check again, as this can change.

What does CVE-2026-44484 affect?

CVE-2026-44484 affects pytorch lightning. Severity is critical (CVSS 9.8). PyTorch Lightning is a deep learning framework to pretrain and finetune AI models. Versions 2.6.2 and 2.6.2 have introduced functionality consistent with a credential harvesting mechanism.

How urgent is CVE-2026-44484?

Priority 48/100. Critical severity; Remotely exploitable, no login, no user action

Software pages

PyTorch vulnerabilities

Related CVEs

References

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