LADSG: Label-Anonymized Distillation and Similar Gradient Substitution for Label Privacy in Vertical Federated Learning

Vertical federated learning VFL has become a key paradigm for collaborative machine learning, enabling multiple parties to train models over distributed feature spaces while preserving data privacy. Despite security protocols that defend against external attacks - such as gradient masking and...

CVE-2025-49000

InvenTree is an Open Source Inventory Management System. Prior to version 0.17.13, the skip field in the built-in label-sheet plugin lacks an upper bound, so a large value forces the server to allocate an enormous Python list. This lets any authenticated label-printing user trigger a...

CVE-2025-49000 InvenTree has uncontrolled memory allocation via built-in label-sheet plugin

InvenTree is an Open Source Inventory Management System. Prior to version 0.17.13, the skip field in the built-in label-sheet plugin lacks an upper bound, so a large value forces the server to allocate an enormous Python list. This lets any authenticated label-printing user trigger a...

CVE-2025-49000 InvenTree has uncontrolled memory allocation via built-in label-sheet plugin

InvenTree is an Open Source Inventory Management System. Prior to version 0.17.13, the skip field in the built-in label-sheet plugin lacks an upper bound, so a large value forces the server to allocate an enormous Python list. This lets any authenticated label-printing user trigger a...

CVE-2025-49000 InvenTree has uncontrolled memory allocation via built-in label-sheet plugin

InvenTree is an Open Source Inventory Management System. Prior to version 0.17.13, the skip field in the built-in label-sheet plugin lacks an upper bound, so a large value forces the server to allocate an enormous Python list. This lets any authenticated label-printing user trigger a...

InvenTree 安全漏洞

InvenTree is an open source inventory management system from InvenTree Open Source. It provides powerful low-level inventory control and parts tracking. A security vulnerability exists in InvenTree versions prior to 0.17.13, which stems from an uncapped skip field in the built-in label-sheet...

BadReward: Clean-Label Poisoning of Reward Models in Text-To-Image RLHF

Reinforcement Learning from Human Feedback RLHF is crucial for aligning text-to-image T2I models with human preferences. However, RLHF's feedback mechanism also opens new pathways for adversaries. This paper demonstrates the feasibility of hijacking T2I models by poisoning a small fraction of...

Rehearsal with Auxiliary-Informed Sampling for Audio Deepfake Detection

The performance of existing audio deepfake detection frameworks degrades when confronted with new deepfake attacks. Rehearsal-based continual learning CL, which updates models using a limited set of old data samples, helps preserve prior knowledge while incorporating new information. However,...

CVE-2025-5173

A vulnerability has been found in HumanSignal label-studio-ml-backend up to 9fb7f4aa186612806af2becfb621f6ed8d9fdbaf and classified as problematic. Affected by this vulnerability is the function load of the file label-studio-ml-backend/labelstudioml/examples/yolo/utils/neuralnets.py of the...

fast-label-studio (>=0.1.0 <=0.4.0), label-studio-paddleocr (>=0.1.0 <=0.2.0) +1 more potentially affected by CVE-2025-5173 via label-studio-ml (=1.0.9)

label-studio-ml PYPI version =1.0.9 is affected by a known vulnerability. The following packages have a transitive dependency on label-studio-ml and may be impacted: - fast-label-studio =0.1.0, =0.1.0, =0.2.0 - phenocv =0.1.0 Source cves: CVE-2025-5173 Source advisory: OSV:GHSA-55G9-6C2X-GF8Q...

HumanSignal label-studio-ml-backend Deserialization of Untrusted Data vulnerability

A vulnerability has been found in HumanSignal label-studio-ml-backend up to 9fb7f4aa186612806af2becfb621f6ed8d9fdbaf and classified as problematic. Affected by this vulnerability is the function load of the file label-studio-ml-backend/labelstudioml/examples/yolo/utils/neuralnets.py of the...

GHSA-55G9-6C2X-GF8Q HumanSignal label-studio-ml-backend Deserialization of Untrusted Data vulnerability

A vulnerability has been found in HumanSignal label-studio-ml-backend up to 9fb7f4aa186612806af2becfb621f6ed8d9fdbaf and classified as problematic. Affected by this vulnerability is the function load of the file label-studio-ml-backend/labelstudioml/examples/yolo/utils/neuralnets.py of the...

CVE-2025-5173

A vulnerability has been found in HumanSignal label-studio-ml-backend up to 9fb7f4aa186612806af2becfb621f6ed8d9fdbaf and classified as problematic. Affected by this vulnerability is the function load of the file label-studio-ml-backend/labelstudioml/examples/yolo/utils/neuralnets.py of the...

CVE-2025-5173

A vulnerability has been found in HumanSignal label-studio-ml-backend up to 9fb7f4aa186612806af2becfb621f6ed8d9fdbaf and classified as problematic. Affected by this vulnerability is the function load of the file label-studio-ml-backend/labelstudioml/examples/yolo/utils/neuralnets.py of the...

CVE-2025-5173 HumanSignal label-studio-ml-backend PT File neural_nets.py load deserialization

A vulnerability has been found in HumanSignal label-studio-ml-backend up to 9fb7f4aa186612806af2becfb621f6ed8d9fdbaf and classified as problematic. Affected by this vulnerability is the function load of the file label-studio-ml-backend/labelstudioml/examples/yolo/utils/neuralnets.py of the...

CVE-2025-5173 HumanSignal label-studio-ml-backend PT File neural_nets.py load deserialization

A vulnerability has been found in HumanSignal label-studio-ml-backend up to 9fb7f4aa186612806af2becfb621f6ed8d9fdbaf and classified as problematic. Affected by this vulnerability is the function load of the file label-studio-ml-backend/labelstudioml/examples/yolo/utils/neuralnets.py of the...

PT-2025-22915

Name of the Vulnerable Software and Affected Versions HumanSignal label-studio-ml-backend versions up to 9fb7f4aa186612806af2becfb621f6ed8d9fdbaf Description A vulnerability has been found in the function load of the file label-studio-ml-backend/label studio ml/examples/yolo/utils/neural nets.py ...

label-studio-ml-backend 代码问题漏洞

label-studio-ml-backend is a Label Studio machine learning backend configuration and sample from HumanSignal open source. A code issue vulnerability exists in label-studio-ml-backend 9fb7f4aa186612806af2becfb621f6ed8d9fdbaf and prior versions, which stems from a parameter path manipulation leadin...

CVE-2024-0721

A vulnerability has been found in Jspxcms 10.2.0 and classified as problematic. Affected by this vulnerability is an unknown functionality of the component Survey Label Handler. The manipulation leads to cross site scripting. The attack can be launched remotely. The exploit has been disclosed to...

CVE-2024-26152

Summary On all Label Studio versions prior to 1.11.0, data imported via file upload feature is not properly sanitized prior to being rendered within a Choices or Labels tag, resulting in an XSS vulnerability. Details Need permission to use the "data import" function. This was reproduced on Label...