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Vulnerability Details :

CVE-2026-31221

Summary
Assigner-mitre
Assigner Org ID-8254265b-2729-46b6-b9e3-3dfca2d5bfca
Published At-12 May, 2026 | 00:00
Updated At-15 May, 2026 | 18:05
Rejected At-
Credits

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.

Vendors
-
Not available
Products
-
Metrics (CVSS)
VersionBase scoreBase severityVector
Weaknesses
Attack Patterns
Solution/Workaround
References
HyperlinkResource Type
EPSS History
Score
Latest Score
-
N/A
No data available for selected date range
Percentile
Latest Percentile
-
N/A
No data available for selected date range
Stakeholder-Specific Vulnerability Categorization (SSVC)
â–¼Common Vulnerabilities and Exposures (CVE)
cve.org
Assigner:mitre
Assigner Org ID:8254265b-2729-46b6-b9e3-3dfca2d5bfca
Published At:12 May, 2026 | 00:00
Updated At:15 May, 2026 | 18:05
Rejected At:
â–¼CVE Numbering Authority (CNA)

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.

Affected Products
Vendor
n/a
Product
n/a
Versions
Affected
  • n/a
Problem Types
TypeCWE IDDescription
textN/An/a
Type: text
CWE ID: N/A
Description: n/a
Metrics
VersionBase scoreBase severityVector
Metrics Other Info
Impacts
CAPEC IDDescription
Solutions

Configurations

Workarounds

Exploits

Credits

Timeline
EventDate
Replaced By

Rejected Reason

References
HyperlinkResource
https://github.com/Lightning-AI/pytorch-lightning
N/A
https://www.notion.so/CVE-2026-31221-35d1e1393188815f8db7c4fd08076639
N/A
Hyperlink: https://github.com/Lightning-AI/pytorch-lightning
Resource: N/A
Hyperlink: https://www.notion.so/CVE-2026-31221-35d1e1393188815f8db7c4fd08076639
Resource: N/A
â–¼Authorized Data Publishers (ADP)
CISA ADP Vulnrichment
Affected Products
Problem Types
TypeCWE IDDescription
CWECWE-502CWE-502 Deserialization of Untrusted Data
Type: CWE
CWE ID: CWE-502
Description: CWE-502 Deserialization of Untrusted Data
Metrics
VersionBase scoreBase severityVector
3.18.8HIGH
CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H
Version: 3.1
Base score: 8.8
Base severity: HIGH
Vector:
CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H
Metrics Other Info
Impacts
CAPEC IDDescription
Solutions

Configurations

Workarounds

Exploits

Credits

Timeline
EventDate
Replaced By

Rejected Reason

References
HyperlinkResource
Information is not available yet
â–¼National Vulnerability Database (NVD)
nvd.nist.gov
Source:cve@mitre.org
Published At:12 May, 2026 | 16:16
Updated At:15 May, 2026 | 19:16

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.

CISA Catalog
Date AddedDue DateVulnerability NameRequired Action
N/A
Date Added: N/A
Due Date: N/A
Vulnerability Name: N/A
Required Action: N/A
Metrics
TypeVersionBase scoreBase severityVector
Primary3.17.8HIGH
CVSS:3.1/AV:L/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H
Secondary3.18.8HIGH
CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H
Type: Primary
Version: 3.1
Base score: 7.8
Base severity: HIGH
Vector:
CVSS:3.1/AV:L/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H
Type: Secondary
Version: 3.1
Base score: 8.8
Base severity: HIGH
Vector:
CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H
CPE Matches

lightningai
lightningai
>>pytorch_lightning>>Versions up to 2.6.0(inclusive)
cpe:2.3:a:lightningai:pytorch_lightning:*:*:*:*:*:python:*:*
Weaknesses
CWE IDTypeSource
CWE-502Primarynvd@nist.gov
CWE-502Secondary134c704f-9b21-4f2e-91b3-4a467353bcc0
CWE ID: CWE-502
Type: Primary
Source: nvd@nist.gov
CWE ID: CWE-502
Type: Secondary
Source: 134c704f-9b21-4f2e-91b3-4a467353bcc0
Evaluator Description

Evaluator Impact

Evaluator Solution

Vendor Statements

References
HyperlinkSourceResource
https://github.com/Lightning-AI/pytorch-lightningcve@mitre.org
Product
https://www.notion.so/CVE-2026-31221-35d1e1393188815f8db7c4fd08076639cve@mitre.org
Exploit
Third Party Advisory
Hyperlink: https://github.com/Lightning-AI/pytorch-lightning
Source: cve@mitre.org
Resource:
Product
Hyperlink: https://www.notion.so/CVE-2026-31221-35d1e1393188815f8db7c4fd08076639
Source: cve@mitre.org
Resource:
Exploit
Third Party Advisory

Change History

0
Information is not available yet

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Matching Score-4
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Vendor-vllmvllm-project
Product-vllmvllm
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2025-21364
Matching Score-4
Assigner-Microsoft Corporation
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Matching Score-4
Assigner-Microsoft Corporation
CVSS Score-7.8||HIGH
EPSS-0.24% / 47.44%
||
7 Day CHG~0.00%
Published-14 Jan, 2025 | 18:04
Updated-13 Feb, 2026 | 19:56
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available
Microsoft Excel Security Feature Bypass Vulnerability

Microsoft Excel Security Feature Bypass Vulnerability

Action-Not Available
Vendor-Microsoft Corporation
Product-365_appsoffice_long_term_servicing_channelMicrosoft 365 Apps for EnterpriseMicrosoft Office LTSC 2024
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2024-13163
Matching Score-4
Assigner-Ivanti
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Matching Score-4
Assigner-Ivanti
CVSS Score-7.8||HIGH
EPSS-26.47% / 96.40%
||
7 Day CHG~0.00%
Published-14 Jan, 2025 | 17:23
Updated-26 Feb, 2026 | 19:09
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available

Deserialization of untrusted data in Ivanti EPM before the 2024 January-2025 Security Update and 2022 SU6 January-2025 Security Update allows a remote unauthenticated attacker to achieve remote code execution. Local user interaction is required.

Action-Not Available
Vendor-Ivanti Software
Product-endpoint_managerEndpoint Manager
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2022-2465
Matching Score-4
Assigner-Cybersecurity and Infrastructure Security Agency (CISA) Industrial Control Systems (ICS)
ShareView Details
Matching Score-4
Assigner-Cybersecurity and Infrastructure Security Agency (CISA) Industrial Control Systems (ICS)
CVSS Score-8.6||HIGH
EPSS-0.14% / 32.98%
||
7 Day CHG~0.00%
Published-25 Aug, 2022 | 17:25
Updated-16 Apr, 2025 | 17:49
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available
ISaGRAF Workbench Deserialization of Untrusted Data CWE-502

Rockwell Automation ISaGRAF Workbench software versions 6.0 through 6.6.9 are affected by a Deserialization of Untrusted Data vulnerability. ISaGRAF Workbench does not limit the objects that can be deserialized. This vulnerability allows attackers to craft a malicious serialized object that, if opened by a local user in ISaGRAF Workbench, may result in remote code execution. This vulnerability requires user interaction to be successfully exploited.

Action-Not Available
Vendor-Rockwell Automation, Inc.
Product-isagraf_workbenchISaGRAF Workbench
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-24162
Matching Score-4
Assigner-NVIDIA Corporation
ShareView Details
Matching Score-4
Assigner-NVIDIA Corporation
CVSS Score-7.8||HIGH
EPSS-Not Assigned
Published-26 May, 2026 | 16:12
Updated-26 May, 2026 | 19:22
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available

NVIDIA Transformers4Rec for Linux contains a vulnerability where an attacker could cause improper deserialization of untrusted data. A successful exploit of this vulnerability might lead to code execution, data tampering, and information disclosure.

Action-Not Available
Vendor-NVIDIA Corporation
Product-Merlin Transformers4Rec
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-32484
Matching Score-4
Assigner-Patchstack
ShareView Details
Matching Score-4
Assigner-Patchstack
CVSS Score-8.8||HIGH
EPSS-0.05% / 16.04%
||
7 Day CHG~0.00%
Published-25 Mar, 2026 | 16:14
Updated-29 Apr, 2026 | 10:17
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available
WordPress weForms plugin <= 1.6.26 - PHP Object Injection vulnerability

Deserialization of Untrusted Data vulnerability in BoldGrid weForms weforms allows Object Injection.This issue affects weForms: from n/a through <= 1.6.26.

Action-Not Available
Vendor-BoldGrid (InMotion Hosting, Inc.)
Product-weForms
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2019-19909
Matching Score-4
Assigner-MITRE Corporation
ShareView Details
Matching Score-4
Assigner-MITRE Corporation
CVSS Score-8.8||HIGH
EPSS-0.73% / 72.97%
||
7 Day CHG~0.00%
Published-19 Dec, 2019 | 18:07
Updated-05 Aug, 2024 | 02:32
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available

An issue was discovered in Public Knowledge Project (PKP) pkp-lib before 3.1.2-2, as used in Open Journal Systems (OJS) before 3.1.2-2. Code injection can occur in the OJS report generator if an authenticated Journal Manager user visits a crafted URL, because unserialize is used.

Action-Not Available
Vendor-sfun/a
Product-open_journal_systemn/a
CWE ID-CWE-502
Deserialization of Untrusted Data
CWE ID-CWE-94
Improper Control of Generation of Code ('Code Injection')
CVE-2026-31223
Matching Score-4
Assigner-MITRE Corporation
ShareView Details
Matching Score-4
Assigner-MITRE Corporation
CVSS Score-8.8||HIGH
EPSS-0.28% / 51.63%
||
7 Day CHG~0.00%
Published-12 May, 2026 | 00:00
Updated-15 May, 2026 | 19:16
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available

The snorkel library thru v0.10.0 contains a critical insecure deserialization vulnerability (CWE-502) in the BaseLabeler.load() method of the BaseLabeler class. The method loads serialized labeler models using the unsafe pickle.load() function on user-supplied file paths without any validation or security controls. Python's pickle module is inherently dangerous for deserializing untrusted data, as it can execute arbitrary code during the deserialization process. A remote attacker can exploit this by providing a maliciously crafted pickle file, leading to arbitrary code execution on the victim's system when the file is loaded via the vulnerable method.

Action-Not Available
Vendor-snorkeln/a
Product-snorkeln/a
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-31224
Matching Score-4
Assigner-MITRE Corporation
ShareView Details
Matching Score-4
Assigner-MITRE Corporation
CVSS Score-8.8||HIGH
EPSS-0.28% / 51.63%
||
7 Day CHG~0.00%
Published-12 May, 2026 | 00:00
Updated-13 May, 2026 | 14:05
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available

The snorkel library thru v0.10.0 contains an insecure deserialization vulnerability (CWE-502) in the MultitaskClassifier.load() method of the MultitaskClassifier class. The method 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. 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.

Action-Not Available
Vendor-n/a
Product-n/a
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-31222
Matching Score-4
Assigner-MITRE Corporation
ShareView Details
Matching Score-4
Assigner-MITRE Corporation
CVSS Score-8.8||HIGH
EPSS-0.28% / 51.63%
||
7 Day CHG~0.00%
Published-12 May, 2026 | 00:00
Updated-15 May, 2026 | 19:16
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available

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.

Action-Not Available
Vendor-snorkeln/a
Product-snorkeln/a
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2024-8316
Matching Score-4
Assigner-Progress Software Corporation
ShareView Details
Matching Score-4
Assigner-Progress Software Corporation
CVSS Score-7.8||HIGH
EPSS-0.20% / 41.73%
||
7 Day CHG~0.00%
Published-25 Sep, 2024 | 13:59
Updated-03 Oct, 2024 | 01:01
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available
Progress UI for WPF format provider unsafe deserialization vulnerability

In Progress Telerik UI for WPF versions prior to 2024 Q3 (2024.3.924), a code execution attack is possible through an insecure deserialization vulnerability.

Action-Not Available
Vendor-Progress Software CorporationTelerik
Product-ui_for_wpfTelerik UI for WPFui_for_wpf
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-31232
Matching Score-4
Assigner-MITRE Corporation
ShareView Details
Matching Score-4
Assigner-MITRE Corporation
CVSS Score-8.8||HIGH
EPSS-0.25% / 48.20%
||
7 Day CHG~0.00%
Published-12 May, 2026 | 00:00
Updated-14 May, 2026 | 20:17
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available

The CosyVoice project thru commit 6e01309e01bc93bbeb83bdd996b1182a81aaf11e (2025-30-21) contains an insecure deserialization vulnerability (CWE-502) in its model loading process. When loading model files (.pt) from a user-specified directory (via the --model_dir argument), the code uses torch.load() without the security-restrictive weights_only=True parameter. This allows the deserialization of arbitrary Python objects via the Pickle module. An attacker can exploit this by providing a maliciously crafted model directory containing .pt files with embedded pickle payloads. When a victim loads this directory using CosyVoice's web interface, the malicious payload is executed, leading to remote code execution on the victim's system.

Action-Not Available
Vendor-n/a
Product-n/a
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2019-17635
Matching Score-4
Assigner-Eclipse Foundation
ShareView Details
Matching Score-4
Assigner-Eclipse Foundation
CVSS Score-7.8||HIGH
EPSS-0.47% / 64.61%
||
7 Day CHG~0.00%
Published-17 Jan, 2020 | 18:35
Updated-05 Aug, 2024 | 01:47
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available

Eclipse Memory Analyzer version 1.9.1 and earlier is subject to a deserialization vulnerability if an index file of a parsed heap dump is replaced by a malicious version and the heap dump is reopened in Memory Analyzer. The user must chose to reopen an already parsed heap dump with an untrusted index for the problem to occur. The problem can be averted if the index files from an untrusted source are deleted and the heap dump is opened and reparsed. Also some local configuration data is subject to a deserialization vulnerability if the local data were to be replaced with a malicious version. This can be averted if the local configuration data stored on the file system cannot be changed by an attacker. The vulnerability could possibly allow code execution on the local system.

Action-Not Available
Vendor-Eclipse Foundation AISBL
Product-memory_analyzerEclipse Memory Analyzer
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2019-17080
Matching Score-4
Assigner-MITRE Corporation
ShareView Details
Matching Score-4
Assigner-MITRE Corporation
CVSS Score-7.8||HIGH
EPSS-10.83% / 93.46%
||
7 Day CHG~0.00%
Published-02 Oct, 2019 | 12:17
Updated-05 Aug, 2024 | 01:33
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available

mintinstall (aka Software Manager) 7.9.9 for Linux Mint allows code execution if a REVIEWS_CACHE file is controlled by an attacker, because an unpickle occurs. This is resolved in 8.0.0 and backports.

Action-Not Available
Vendor-linuxmintn/a
Product-mintinstalln/a
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2024-5998
Matching Score-4
Assigner-Protect AI (formerly huntr.dev)
ShareView Details
Matching Score-4
Assigner-Protect AI (formerly huntr.dev)
CVSS Score-5.2||MEDIUM
EPSS-0.09% / 25.33%
||
7 Day CHG~0.00%
Published-17 Sep, 2024 | 11:50
Updated-30 Jul, 2025 | 16:22
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available
Deserialization of Untrusted Data in langchain-ai/langchain

A vulnerability in the FAISS.deserialize_from_bytes function of langchain-ai/langchain allows for pickle deserialization of untrusted data. This can lead to the execution of arbitrary commands via the os.system function. The issue affects the latest version of the product.

Action-Not Available
Vendor-langchainlangchain-ailangchain
Product-langchainlangchain-ai/langchainlangchain
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-26208
Matching Score-4
Assigner-GitHub, Inc.
ShareView Details
Matching Score-4
Assigner-GitHub, Inc.
CVSS Score-7.8||HIGH
EPSS-1.04% / 77.71%
||
7 Day CHG~0.00%
Published-13 Feb, 2026 | 18:48
Updated-13 Feb, 2026 | 21:43
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available
ADB Explorer Vulnerable to Remote Code Execution via Insecure Deserialization

ADB Explorer is a fluent UI for ADB on Windows. Prior to Beta 0.9.26020, ADB Explorer is vulnerable to Insecure Deserialization leading to Remote Code Execution. The application attempts to deserialize the App.txt settings file using Newtonsoft.Json with TypeNameHandling set to Objects. This allows an attacker to supply a crafted JSON file containing a gadget chain (e.g., ObjectDataProvider) to execute arbitrary code when the application launches and subsequently saves its settings. This vulnerability is fixed in Beta 0.9.26020.

Action-Not Available
Vendor-Alex4SSB
Product-ADB-Explorer
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-25925
Matching Score-4
Assigner-GitHub, Inc.
ShareView Details
Matching Score-4
Assigner-GitHub, Inc.
CVSS Score-7.8||HIGH
EPSS-0.06% / 19.75%
||
7 Day CHG~0.00%
Published-09 Feb, 2026 | 21:59
Updated-28 Feb, 2026 | 00:13
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available
PowerDocu Affected by Remote Code Execution via Insecure Deserialization

PowerDocu contains a Windows GUI executable to perform technical documentations. Prior to 2.4.0, PowerDocu contains a critical security vulnerability in how it parses JSON files within Flow or App packages. The application blindly trusts the $type property in JSON files, allowing an attacker to instantiate arbitrary .NET objects and execute code. This vulnerability is fixed in 2.4.0.

Action-Not Available
Vendor-moderymodery
Product-powerdocuPowerDocu
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-24216
Matching Score-4
Assigner-NVIDIA Corporation
ShareView Details
Matching Score-4
Assigner-NVIDIA Corporation
CVSS Score-7.8||HIGH
EPSS-0.06% / 17.18%
||
7 Day CHG~0.00%
Published-20 May, 2026 | 17:46
Updated-21 May, 2026 | 20:08
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available

NVIDIA BioNemo for Linux contains a vulnerability where a user could cause a deserialization of untrusted data. A successful exploit of this vulnerability might lead to code execution, denial of service, information disclosure, and data tampering.

Action-Not Available
Vendor-Linux Kernel Organization, IncNVIDIA Corporation
Product-linux_kernelbionemo_frameworkBioNeMo Framework
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-24747
Matching Score-4
Assigner-GitHub, Inc.
ShareView Details
Matching Score-4
Assigner-GitHub, Inc.
CVSS Score-8.8||HIGH
EPSS-0.05% / 15.82%
||
7 Day CHG~0.00%
Published-27 Jan, 2026 | 21:13
Updated-26 Feb, 2026 | 15:04
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available
PyTorch Vulnerable to Remote Code Execution via Untrusted Checkpoint Files

PyTorch is a Python package that provides tensor computation. Prior to version 2.10.0, a vulnerability in PyTorch's `weights_only` unpickler allows an attacker to craft a malicious checkpoint file (`.pth`) that, when loaded with `torch.load(..., weights_only=True)`, can corrupt memory and potentially lead to arbitrary code execution. Version 2.10.0 fixes the issue.

Action-Not Available
Vendor-pytorchThe Linux Foundation
Product-pytorchpytorch
CWE ID-CWE-502
Deserialization of Untrusted Data
CWE ID-CWE-94
Improper Control of Generation of Code ('Code Injection')
CVE-2026-24150
Matching Score-4
Assigner-NVIDIA Corporation
ShareView Details
Matching Score-4
Assigner-NVIDIA Corporation
CVSS Score-7.8||HIGH
EPSS-0.06% / 19.85%
||
7 Day CHG~0.00%
Published-24 Mar, 2026 | 20:24
Updated-25 Mar, 2026 | 21:58
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available

NVIDIA Megatron-LM contains a vulnerability in checkpoint loading where an Attacker may cause an RCE by convincing a user to load a maliciously crafted file. A successful exploit of this vulnerability may lead to code execution, escalation of privileges, information disclosure, and data tampering.

Action-Not Available
Vendor-NVIDIA Corporation
Product-megatron-lmMegatron LM
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-24164
Matching Score-4
Assigner-NVIDIA Corporation
ShareView Details
Matching Score-4
Assigner-NVIDIA Corporation
CVSS Score-8.8||HIGH
EPSS-0.11% / 28.56%
||
7 Day CHG~0.00%
Published-31 Mar, 2026 | 16:24
Updated-03 Apr, 2026 | 19:00
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available

NVIDIA BioNeMo contains a vulnerability where a user could cause a deserialization of untrusted data. A successful exploit of this vulnerability might lead to code execution, denial of service, information disclosure, and data tampering.

Action-Not Available
Vendor-NVIDIA Corporation
Product-bionemo_frameworkBioNeMo Framework
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-24165
Matching Score-4
Assigner-NVIDIA Corporation
ShareView Details
Matching Score-4
Assigner-NVIDIA Corporation
CVSS Score-7.8||HIGH
EPSS-0.04% / 12.69%
||
7 Day CHG~0.00%
Published-31 Mar, 2026 | 16:24
Updated-03 Apr, 2026 | 18:57
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available

NVIDIA BioNeMo contains a vulnerability where a user could cause a deserialization of untrusted data. A successful exploit of this vulnerability might lead to code execution, denial of service, information disclosure, and data tampering.

Action-Not Available
Vendor-NVIDIA Corporation
Product-bionemo_frameworkBioNeMo Framework
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-24151
Matching Score-4
Assigner-NVIDIA Corporation
ShareView Details
Matching Score-4
Assigner-NVIDIA Corporation
CVSS Score-7.8||HIGH
EPSS-0.06% / 19.56%
||
7 Day CHG~0.00%
Published-24 Mar, 2026 | 20:24
Updated-25 Mar, 2026 | 21:57
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available

NVIDIA Megatron-LM contains a vulnerability in inferencing where an Attacker may cause an RCE by convincing a user to load a maliciously crafted input. A successful exploit of this vulnerability may lead to code execution, escalation of privileges, information disclosure, and data tampering.

Action-Not Available
Vendor-NVIDIA Corporation
Product-megatron-lmMegatron LM
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-24152
Matching Score-4
Assigner-NVIDIA Corporation
ShareView Details
Matching Score-4
Assigner-NVIDIA Corporation
CVSS Score-7.8||HIGH
EPSS-0.06% / 19.85%
||
7 Day CHG~0.00%
Published-24 Mar, 2026 | 20:25
Updated-25 Mar, 2026 | 21:56
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available

NVIDIA Megatron-LM contains a vulnerability in checkpoint loading where an Attacker may cause an RCE by convincing a user to load a maliciously crafted file. A successful exploit of this vulnerability may lead to code execution, escalation of privileges, information disclosure, and data tampering.

Action-Not Available
Vendor-NVIDIA Corporation
Product-megatron-lmMegatron LM
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-22608
Matching Score-4
Assigner-GitHub, Inc.
ShareView Details
Matching Score-4
Assigner-GitHub, Inc.
CVSS Score-8.9||HIGH
EPSS-0.06% / 17.15%
||
7 Day CHG~0.00%
Published-10 Jan, 2026 | 01:35
Updated-16 Jan, 2026 | 18:57
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available
Fickling vulnerable to use of ctypes and pydoc gadget chain to bypass detection

Fickling is a Python pickling decompiler and static analyzer. Prior to version 0.1.7, both ctypes and pydoc modules aren't explicitly blocked. Even other existing pickle scanning tools (like picklescan) do not block pydoc.locate. Chaining these two together can achieve RCE while the scanner still reports the file as LIKELY_SAFE. This issue has been patched in version 0.1.7.

Action-Not Available
Vendor-trailofbitstrailofbits
Product-ficklingfickling
CWE ID-CWE-184
Incomplete List of Disallowed Inputs
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-22606
Matching Score-4
Assigner-GitHub, Inc.
ShareView Details
Matching Score-4
Assigner-GitHub, Inc.
CVSS Score-8.9||HIGH
EPSS-0.10% / 27.39%
||
7 Day CHG~0.00%
Published-10 Jan, 2026 | 01:35
Updated-16 Jan, 2026 | 18:59
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available
Fickling has a bypass via runpy.run_path() and runpy.run_module()

Fickling is a Python pickling decompiler and static analyzer. Fickling versions up to and including 0.1.6 do not treat Python’s runpy module as unsafe. Because of this, a malicious pickle that uses runpy.run_path() or runpy.run_module() is classified as SUSPICIOUS instead of OVERTLY_MALICIOUS. If a user relies on Fickling’s output to decide whether a pickle is safe to deserialize, this misclassification can lead them to execute attacker-controlled code on their system. This affects any workflow or product that uses Fickling as a security gate for pickle deserialization. This issue has been patched in version 0.1.7.

Action-Not Available
Vendor-trailofbitstrailofbits
Product-ficklingfickling
CWE ID-CWE-184
Incomplete List of Disallowed Inputs
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-22609
Matching Score-4
Assigner-GitHub, Inc.
ShareView Details
Matching Score-4
Assigner-GitHub, Inc.
CVSS Score-8.9||HIGH
EPSS-0.07% / 20.14%
||
7 Day CHG~0.00%
Published-10 Jan, 2026 | 01:35
Updated-16 Jan, 2026 | 18:52
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available
Fickling has Static Analysis Bypass via Incomplete Dangerous Module Blocklist

Fickling is a Python pickling decompiler and static analyzer. Prior to version 0.1.7, the unsafe_imports() method in Fickling's static analyzer fails to flag several high-risk Python modules that can be used for arbitrary code execution. Malicious pickles importing these modules will not be detected as unsafe, allowing attackers to bypass Fickling's primary static safety checks. This issue has been patched in version 0.1.7.

Action-Not Available
Vendor-trailofbitstrailofbits
Product-ficklingfickling
CWE ID-CWE-184
Incomplete List of Disallowed Inputs
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-22612
Matching Score-4
Assigner-GitHub, Inc.
ShareView Details
Matching Score-4
Assigner-GitHub, Inc.
CVSS Score-8.9||HIGH
EPSS-0.10% / 26.36%
||
7 Day CHG~0.00%
Published-10 Jan, 2026 | 01:35
Updated-16 Jan, 2026 | 18:56
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available
Fickling vulnerable to detection bypass due to "builtins" blindness

Fickling is a Python pickling decompiler and static analyzer. Prior to version 0.1.7, Fickling is vulnerable to detection bypass due to "builtins" blindness. This issue has been patched in version 0.1.7.

Action-Not Available
Vendor-trailofbitstrailofbits
Product-ficklingfickling
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-22607
Matching Score-4
Assigner-GitHub, Inc.
ShareView Details
Matching Score-4
Assigner-GitHub, Inc.
CVSS Score-8.9||HIGH
EPSS-0.10% / 27.39%
||
7 Day CHG~0.00%
Published-10 Jan, 2026 | 01:35
Updated-16 Jan, 2026 | 18:58
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available
Fickling Blocklist Bypass: cProfile.run()

Fickling is a Python pickling decompiler and static analyzer. Fickling versions up to and including 0.1.6 do not treat Python's cProfile module as unsafe. Because of this, a malicious pickle that uses cProfile.run() is classified as SUSPICIOUS instead of OVERTLY_MALICIOUS. If a user relies on Fickling's output to decide whether a pickle is safe to deserialize, this misclassification can lead them to execute attacker-controlled code on their system. This affects any workflow or product that uses Fickling as a security gate for pickle deserialization. This issue has been patched in version 0.1.7.

Action-Not Available
Vendor-trailofbitstrailofbits
Product-ficklingfickling
CWE ID-CWE-184
Incomplete List of Disallowed Inputs
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2022-1118
Matching Score-4
Assigner-Cybersecurity and Infrastructure Security Agency (CISA) Industrial Control Systems (ICS)
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Matching Score-4
Assigner-Cybersecurity and Infrastructure Security Agency (CISA) Industrial Control Systems (ICS)
CVSS Score-8.6||HIGH
EPSS-22.09% / 95.87%
||
7 Day CHG~0.00%
Published-17 May, 2022 | 19:47
Updated-16 Apr, 2025 | 17:54
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available
Rockwell Automation ISaGRAF Deserialization of Untrusted Data

Connected Components Workbench (v13.00.00 and prior), ISaGRAF Workbench (v6.0 though v6.6.9), and Safety Instrumented System Workstation (v1.2 and prior (for Trusted Controllers)) do not limit the objects that can be deserialized. This allows attackers to craft a malicious serialized object that, if opened by a local user in Connected Components Workbench, may result in arbitrary code execution. This vulnerability requires user interaction to be successfully exploited

Action-Not Available
Vendor-Rockwell Automation, Inc.
Product-isagraf_workbenchsafety_instrumented_systems_workstationconnected_component_workbenchConnected Component WorkbenchSafety Instrumented Systems WorkstationISaGRAF Workbench
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2026-22187
Matching Score-4
Assigner-VulnCheck
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Matching Score-4
Assigner-VulnCheck
CVSS Score-6.8||MEDIUM
EPSS-0.41% / 61.79%
||
7 Day CHG~0.00%
Published-07 Jan, 2026 | 20:27
Updated-26 Feb, 2026 | 23:36
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available
Bio-Formats <= 8.3.0 Memoizer Unsafe Deserialization via .bfmemo Cache Files

Bio-Formats versions up to and including 8.3.0 perform unsafe Java deserialization of attacker-controlled memoization cache files (.bfmemo) during image processing. The loci.formats.Memoizer class automatically loads and deserializes memo files associated with images without validation, integrity checks, or trust enforcement. An attacker who can supply a crafted .bfmemo file alongside an image can trigger deserialization of untrusted data, which may result in denial of service, logic manipulation, or potentially remote code execution in environments where suitable gadget chains are present on the classpath.

Action-Not Available
Vendor-openmicroscopyOpen Microscopy Environment
Product-bio-formatsBio-Formats
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2024-49849
Matching Score-4
Assigner-Siemens
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Matching Score-4
Assigner-Siemens
CVSS Score-8.4||HIGH
EPSS-0.11% / 28.09%
||
7 Day CHG~0.00%
Published-10 Dec, 2024 | 13:53
Updated-15 Apr, 2026 | 00:35
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available

A vulnerability has been identified in SIMATIC S7-PLCSIM V16 (All versions), SIMATIC S7-PLCSIM V17 (All versions), SIMATIC STEP 7 Safety V16 (All versions), SIMATIC STEP 7 Safety V17 (All versions < V17 Update 9), SIMATIC STEP 7 Safety V18 (All versions), SIMATIC STEP 7 Safety V19 (All versions < V19 Update 4), SIMATIC STEP 7 V16 (All versions), SIMATIC STEP 7 V17 (All versions < V17 Update 9), SIMATIC STEP 7 V18 (All versions), SIMATIC STEP 7 V19 (All versions < V19 Update 4), SIMATIC WinCC Unified V16 (All versions), SIMATIC WinCC Unified V17 (All versions < V17 Update 9), SIMATIC WinCC Unified V18 (All versions), SIMATIC WinCC Unified V19 (All versions < V19 Update 4), SIMATIC WinCC V16 (All versions), SIMATIC WinCC V17 (All versions < V17 Update 9), SIMATIC WinCC V18 (All versions), SIMATIC WinCC V19 (All versions < V19 Update 4), SIMOCODE ES V16 (All versions), SIMOCODE ES V17 (All versions), SIMOCODE ES V18 (All versions), SIMOCODE ES V19 (All versions), SIMOTION SCOUT TIA V5.4 (All versions), SIMOTION SCOUT TIA V5.5 (All versions), SIMOTION SCOUT TIA V5.6 (All versions < V5.6 SP1 HF7), SINAMICS Startdrive V16 (All versions), SINAMICS Startdrive V17 (All versions), SINAMICS Startdrive V18 (All versions), SINAMICS Startdrive V19 (All versions), SIRIUS Safety ES V17 (TIA Portal) (All versions), SIRIUS Safety ES V18 (TIA Portal) (All versions), SIRIUS Safety ES V19 (TIA Portal) (All versions), SIRIUS Soft Starter ES V17 (TIA Portal) (All versions), SIRIUS Soft Starter ES V18 (TIA Portal) (All versions), SIRIUS Soft Starter ES V19 (TIA Portal) (All versions), TIA Portal Cloud V16 (All versions), TIA Portal Cloud V17 (All versions), TIA Portal Cloud V18 (All versions), TIA Portal Cloud V19 (All versions < V5.2.1.1). Affected products do not properly sanitize user-controllable input when parsing log files. This could allow an attacker to cause a type confusion and execute arbitrary code within the affected application.

Action-Not Available
Vendor-Siemens AG
Product-SIMATIC S7-PLCSIM V17SIMATIC STEP 7 V18SIMATIC STEP 7 Safety V18SIRIUS Soft Starter ES V18 (TIA Portal)SIMATIC STEP 7 V17SIMATIC STEP 7 Safety V16SIMATIC WinCC Unified V18SIMATIC STEP 7 V16SINAMICS Startdrive V16SIRIUS Safety ES V19 (TIA Portal)SIMATIC WinCC Unified V16TIA Portal Cloud V17SIRIUS Soft Starter ES V19 (TIA Portal)TIA Portal Cloud V18SIRIUS Safety ES V18 (TIA Portal)SIMOCODE ES V19TIA Portal Cloud V19SINAMICS Startdrive V19SIMATIC WinCC V18SIMOCODE ES V18SIMATIC WinCC V17SIMATIC WinCC V16SIMATIC WinCC Unified V17SIMATIC STEP 7 Safety V19SIMOTION SCOUT TIA V5.4SINAMICS Startdrive V18SINAMICS Startdrive V17TIA Portal Cloud V16SIMOTION SCOUT TIA V5.6SIMOTION SCOUT TIA V5.5SIRIUS Soft Starter ES V17 (TIA Portal)SIRIUS Safety ES V17 (TIA Portal)SIMATIC STEP 7 V19SIMATIC WinCC Unified V19SIMATIC STEP 7 Safety V17SIMATIC WinCC V19SIMOCODE ES V16SIMATIC S7-PLCSIM V16SIMOCODE ES V17
CWE ID-CWE-502
Deserialization of Untrusted Data
CVE-2024-12703
Matching Score-4
Assigner-Schneider Electric
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Matching Score-4
Assigner-Schneider Electric
CVSS Score-8.5||HIGH
EPSS-1.01% / 77.38%
||
7 Day CHG~0.00%
Published-17 Jan, 2025 | 10:23
Updated-15 Apr, 2026 | 00:35
Rejected-Not Available
Known To Be Used In Ransomware Campaigns?-Not Available
KEV Added-Not Available
KEV Action Due Date-Not Available

CWE-502: Deserialization of untrusted data vulnerability exists that could lead to loss of confidentiality, integrity and potential remote code execution on workstation when a non-admin authenticated user opens a malicious project file.

Action-Not Available
Vendor-Schneider Electric SE
Product-RemoteConnect and SCADAPack x70 Utilities
CWE ID-CWE-502
Deserialization of Untrusted Data
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