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Vulnrichment
Vulnrichment
•added 2026/07/15 5:02 p.m.•14 views

CVE-2026-58659 PyTorch Lightning Arbitrary Code Execution via _instantiator Hyperparameter

PyTorch Lightning through 2.6.5, fixed in commit d710d68, contains a remote code execution vulnerability in the loadstate function that imports and executes attacker-controlled module names from checkpoint instantiator hyperparameters. Attackers can craft malicious checkpoint files that bypass...

8.4CVSS8.3AI score0.00626EPSS
SaveExploits1References4
CVE
CVE
•added 2026/07/15 5:02 p.m.•73 views

CVE-2026-58659

Summary: CVE-2026-58659 affects PyTorch Lightning up to version 2.6.5. The vulnerability lies in the _load_state function, which can import and execute attacker-controlled module names from the checkpoint _instantiator hyperparameters, enabling remote code execution when LightningModule.load_from...

8.4CVSS8.3AI score0.00626EPSS
SaveExploits1References4Affected Software1
Mend
Mend
•added 2026/07/15 5:02 p.m.•7 views

CVE-2026-58659

PyTorch Lightning through 2.6.5, fixed in commit d710d68, contains a remote code execution vulnerability in the loadstate function that imports and executes attacker-controlled module names from checkpoint instantiator hyperparameters. Attackers can craft malicious checkpoint files that bypass...

8.4CVSS8.3AI score0.00626EPSS
SaveExploits1References11
osv_cve
osv_cve
•added 2026/07/15 5:02 p.m.•19 views

CVE-2026-58659 PyTorch Lightning Arbitrary Code Execution via _instantiator Hyperparameter

PyTorch Lightning through 2.6.5, fixed in commit d710d68, contains a remote code execution vulnerability in the loadstate function that imports and executes attacker-controlled module names from checkpoint instantiator hyperparameters. Attackers can craft malicious checkpoint files that bypass...

8.4CVSS7.1AI score
SaveExploits0References7
Cvelist
Cvelist
•added 2026/07/15 5:02 p.m.•54 views

CVE-2026-58659 PyTorch Lightning Arbitrary Code Execution via _instantiator Hyperparameter

PyTorch Lightning through 2.6.5, fixed in commit d710d68, contains a remote code execution vulnerability in the loadstate function that imports and executes attacker-controlled module names from checkpoint instantiator hyperparameters. Attackers can craft malicious checkpoint files that bypass...

8.4CVSS0.00626EPSS
SaveExploits1References4
Rapid7 Vulnerability Database (full)
Rapid7 Vulnerability Database (full)
•added 2026/07/15 12:00 a.m.•6 views

CVE-2026-58659: Use of Externally-Controlled Input to Select Classes or Code

PyTorch Lightning through 2.6.5, fixed in commit d710d68, contains a remote code execution vulnerability in the loadstate function that imports and executes attacker-controlled module names from checkpoint instantiator hyperparameters. Attackers can craft malicious checkpoint files that bypass...

8.4CVSS8.3AI score0.00626EPSS
SaveExploits1References5
Positive Technologies
Positive Technologies
•added 2026/07/15 12:00 a.m.•37 views

PT-2026-60248

Name of the Vulnerable Software and Affected Versions PyTorch Lightning versions prior to 2.6.6 Description A remote code execution issue exists in the load state function. The flaw allows the import and execution of attacker-controlled module names from checkpoint instantiator hyperparameters. A...

8.4CVSS8.2AI score0.00626EPSS
SaveExploits1References6
Positive Technologies
Positive Technologies
•added 2026/07/15 12:00 a.m.•7 views

PT-2026-85358

PyTorch Lightning through 2.6.5, fixed in commit d710d68, contains a remote code execution vulnerability in the load state function that imports and executes attacker-controlled module names from checkpoint instantiator hyperparameters. Attackers can craft malicious checkpoint files that bypass...

8.4CVSS8.3AI score0.00626EPSS
SaveExploits1References11
vulnersOsv
vulnersOsv
•added 2026/07/14 5:17 p.m.•3 views

azureml-designer-classic-modules (>=0.0.127, <=0.0.129), azureml-designer-cv-modules (>=0.0.8, <=0.0.10) +17 more potentially affected by CVE-2026-59197 via pillow (7.1.0)

pillow PYPI version 7.1.0 is affected by a known vulnerability. The following packages have a transitive dependency on pillow and may be impacted: - azureml-designer-classic-modules =0.0.127, =0.0.8, =0.0.10, =0.0.7, =0.0.7, =0.0.2, =0.3.1, =0.1.1, =0.0.2, =0.0.1, =0.0.4, =0.0.3, =0.1.0 - qweb...

8.2CVSS7.4AI score0.00445EPSS
SaveExploits1
vulnersOsv
vulnersOsv
•added 2026/07/14 4:17 p.m.•3 views

azureml-designer-classic-modules (>=0.0.127, <=0.0.129), azureml-designer-cv-modules (>=0.0.8, <=0.0.10) +17 more potentially affected by CVE-2026-59205 via pillow (7.1.0)

pillow PYPI version 7.1.0 is affected by a known vulnerability. The following packages have a transitive dependency on pillow and may be impacted: - azureml-designer-classic-modules =0.0.127, =0.0.8, =0.0.10, =0.0.7, =0.0.7, =0.0.2, =0.3.1, =0.1.1, =0.0.2, =0.0.1, =0.0.4, =0.0.3, =0.1.0 - qweb...

7.5CVSS7.4AI score0.00385EPSS
SaveExploits1
vulnersOsv
vulnersOsv
•added 2026/07/14 4:17 p.m.•4 views

azureml-designer-classic-modules (>=0.0.127, <=0.0.129), azureml-designer-cv-modules (>=0.0.8, <=0.0.10) +17 more potentially affected by CVE-2026-59199 via pillow (7.1.0)

pillow PYPI version 7.1.0 is affected by a known vulnerability. The following packages have a transitive dependency on pillow and may be impacted: - azureml-designer-classic-modules =0.0.127, =0.0.8, =0.0.10, =0.0.7, =0.0.7, =0.0.2, =0.3.1, =0.1.1, =0.0.2, =0.0.1, =0.0.4, =0.0.3, =0.1.0 - qweb...

7.5CVSS7.4AI score0.00385EPSS
SaveExploits1
vulnersOsv
vulnersOsv
•added 2026/07/13 3:19 p.m.•3 views

pytorch-vision-classifier (>=0.0.4, <=0.0.8), train-and-deploy (>=0.1.1a0, <=0.1.4) +2 more potentially affected by CVE-2026-4137 via mlflow (1.10.0)

mlflow PYPI version 1.10.0 is affected by a known vulnerability. The following packages have a transitive dependency on mlflow and may be impacted: - pytorch-vision-classifier =0.0.4, =0.1.1a0, =0.4.1, =0.4.2 - waveletai 0.2.4 Source cves: CVE-2026-4137 Source advisory: OSV:PYSEC-2026-2655...

7.8CVSS7.1AI score0.00162EPSS
SaveExploits1
vulnersOsv
vulnersOsv
•added 2026/07/13 3:19 p.m.•2 views

llm-foundry (>=0.9.1, <=0.10.0), mlflow-pytorch-exp (0.0.1) potentially affected by CVE-2026-4137 via mlflow (2.14.3)

mlflow PYPI version 2.14.3 is affected by a known vulnerability. The following packages have a transitive dependency on mlflow and may be impacted: - llm-foundry =0.9.1, =0.10.0 - mlflow-pytorch-exp 0.0.1 Source cves: CVE-2026-4137 Source advisory: OSV:PYSEC-2026-2655...

7.8CVSS7.1AI score0.00162EPSS
SaveExploits1
vulnersOsv
vulnersOsv
•added 2026/07/13 3:15 p.m.•1 views

argos-trains (0.1.0), fastmri (>=0.1.0.post210716, <=0.1.1) +5 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.0.8)

pytorch-lightning PYPI version 1.0.8 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - argos-trains 0.1.0 - fastmri =0.1.0.post210716, =0.5.1, =0.5.3 - quickvision 0.1.1rc1 - raylab 0.14.12 Source cves:...

8.8CVSS5.8AI score0.00554EPSS
SaveExploits1
vulnersOsv
vulnersOsv
•added 2026/07/13 3:15 p.m.•1 views

mimikit (>=0.1.0, <=0.1.10), pytorch-hyperlight (0.1.3) potentially affected by CVE-2026-31221 via pytorch-lightning (1.1.2)

pytorch-lightning PYPI version 1.1.2 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - mimikit =0.1.0, =0.1.10 - pytorch-hyperlight 0.1.3 Source cves: CVE-2026-31221 Source advisory: OSV:PYSEC-2026-3043...

8.8CVSS5.8AI score0.00554EPSS
SaveExploits1
vulnersOsv
vulnersOsv
•added 2026/07/13 3:15 p.m.•2 views

lightning-flash (>=0.1.0, <=0.2.1) potentially affected by CVE-2026-31221 via pytorch-lightning (1.2.0rc0)

pytorch-lightning PYPI version 1.2.0rc0 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - lightning-flash =0.1.0, =0.2.1 Source cves: CVE-2026-31221 Source advisory: OSV:PYSEC-2026-3043...

8.8CVSS5.8AI score0.00554EPSS
SaveExploits1
osv_pysec
osv_pysec
•added 2026/07/13 3:15 p.m.•26 views

PYSEC-2026-3043 PyTorch Lightning load_from_checkpoint has an insecure checkpoint deserialization

PyTorch-Lightning versions 2.6.0 and earlier contain an insecure deserialization vulnerability CWE-502 in the checkpoint loading mechanism. The LightningModule.loadfromcheckpoint method, which is commonly used to load saved model states, internally calls torch.load without setting the...

7.8CVSS6.5AI score0.00554EPSS
SaveExploits1References5
vulnersOsv
vulnersOsv
•added 2026/07/13 3:15 p.m.•2 views

chatmof (>=0.1.1, <=0.2.2), finetuning-scheduler (0.2.0) +2 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.7.0)

pytorch-lightning PYPI version 1.7.0 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - chatmof =0.1.1, =1.1.2, =0.3.7, =0.3.11 Source cves: CVE-2026-31221 Source advisory: OSV:PYSEC-2026-3043...

8.8CVSS5.8AI score0.00554EPSS
SaveExploits1
vulnersOsv
vulnersOsv
•added 2026/07/13 3:15 p.m.•2 views

moai-mdk (>=0.1.0a1, <=0.1.0a2) potentially affected by CVE-2026-31221 via pytorch-lightning (1.0.7)

pytorch-lightning PYPI version 1.0.7 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - moai-mdk =0.1.0a1, =0.1.0a2 Source cves: CVE-2026-31221 Source advisory: OSV:PYSEC-2026-3043...

8.8CVSS5.8AI score0.00554EPSS
SaveExploits1
vulnersOsv
vulnersOsv
•added 2026/07/13 3:15 p.m.•3 views

cluster-depp-test (0.0.2), depp (>=0.1.9, <=0.2.3) +2 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.0.5)

pytorch-lightning PYPI version 1.0.5 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - cluster-depp-test 0.0.2 - depp =0.1.9, =0.0.1, =0.0.3 - pytorch-lightning-help 0.0.1 Source cves: CVE-2026-31221 Source...

8.8CVSS5.8AI score0.00554EPSS
SaveExploits1
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