277 matches found
Local Data Quantity-Aware Weighted Averaging for Federated Learning with Dishonest Clients
Whitepaper called Local Data Quantity-Aware Weighted Averaging For Federated Learning With Dishonest Clients...
FLSSM: a Federated Learning Storage Security Model with Homomorphic Encryption
Federated learning based on homomorphic encryption has received widespread attention due to its high security and enhanced protection of user data privacy. However, the characteristics of encrypted computation lead to three challenging problems: "computation-efficiency", "attack-tracing" and...
CVE-2024-21649
The vantage6 technology enables to manage and deploy privacy enhancing technologies like Federated Learning FL and Multi-Party Computation MPC. Prior to 4.2.0, authenticated users could inject code into algorithm environment variables, resulting in remote code execution. This vulnerability is...
vantage6 安全漏洞
vantage6 is a vantage6 open source priVAcy preserviNg federalTed leArningG infrastructure for Secure Insight eXchange. A security vulnerability exists in versions of vantage6 prior to 4.5.0 that stems from the ability of collaboration administrators to add additional organizations to their...
CVE-2024-23823
CVE-2024-23823 affects the vantage6 server, where CORS restrictions are not enforced, allowing configured origins to be unrestricted. The vulnerability stems from overly permissive CORS settings in the open-source vantage6 framework for Federated Learning and MPC deployments. The limited impact i...
vantage6 Security Vulnerabilities
vantage6 is vantage6 open source an open source priVAcy preserviNg federalTed leArningG infrastructure for Secure Insight eXchange. A security vulnerability exists in vantage6 versions 4.2.0 and earlier that stems from not setting the security header...
vantage6 Security Vulnerabilities
vantage6 is vantage6 open source an open source priVAcy preserviNg federalTed leArningG infrastructure for Secure Insight eXchange. A security vulnerability exists in versions of vantage6 prior to 4.2.1, which stems from an unrestricted CORS setting...
CVE-2024-22193
The vantage6 technology enables to manage and deploy privacy enhancing technologies like Federated Learning FL and Multi-Party Computation MPC. There are no checks on whether the input is encrypted if a task is created in an encrypted collaboration. Therefore, a user may accidentally create a tas...
CVE-2024-21671
The vantage6 technology enables to manage and deploy privacy enhancing technologies like Federated Learning FL and Multi-Party Computation MPC. It is possible to find out usernames from the response time of login requests. This could aid attackers in credential attacks. Version 4.2.0 patches this...
CVE-2024-21653
The vantage6 technology enables to manage and deploy privacy enhancing technologies like Federated Learning FL and Multi-Party Computation MPC. Nodes and servers get a ssh config by default that permits root login with password authentication. In a proper deployment, the SSH service is not expose...
PYSEC-2024-31
The vantage6 technology enables to manage and deploy privacy enhancing technologies like Federated Learning FL and Multi-Party Computation MPC. It is possible to find out usernames from the response time of login requests. This could aid attackers in credential attacks. Version 4.2.0 patches this...
PYSEC-2024-32
The vantage6 technology enables to manage and deploy privacy enhancing technologies like Federated Learning FL and Multi-Party Computation MPC. There are no checks on whether the input is encrypted if a task is created in an encrypted collaboration. Therefore, a user may accidentally create a tas...
Design/Logic Flaw
The vantage6 technology enables to manage and deploy privacy enhancing technologies like Federated Learning FL and Multi-Party Computation MPC. There are no checks on whether the input is encrypted if a task is created in an encrypted collaboration. Therefore, a user may accidentally create a tas...
PYSEC-2024-30
The vantage6 technology enables to manage and deploy privacy enhancing technologies like Federated Learning FL and Multi-Party Computation MPC. Prior to 4.2.0, authenticated users could inject code into algorithm environment variables, resulting in remote code execution. This vulnerability is...
PYSEC-2024-31
The vantage6 technology enables to manage and deploy privacy enhancing technologies like Federated Learning FL and Multi-Party Computation MPC. It is possible to find out usernames from the response time of login requests. This could aid attackers in credential attacks. Version 4.2.0 patches this...
PYSEC-2024-33
The vantage6 technology enables to manage and deploy privacy enhancing technologies like Federated Learning FL and Multi-Party Computation MPC. Nodes and servers get a ssh config by default that permits root login with password authentication. In a proper deployment, the SSH service is not expose...
Remote code execution
The vantage6 technology enables to manage and deploy privacy enhancing technologies like Federated Learning FL and Multi-Party Computation MPC. Prior to 4.2.0, authenticated users could inject code into algorithm environment variables, resulting in remote code execution. This vulnerability is...
PYSEC-2024-32
The vantage6 technology enables to manage and deploy privacy enhancing technologies like Federated Learning FL and Multi-Party Computation MPC. There are no checks on whether the input is encrypted if a task is created in an encrypted collaboration. Therefore, a user may accidentally create a tas...
PYSEC-2024-34
The vantage6 technology enables to manage and deploy privacy enhancing technologies like Federated Learning FL and Multi-Party Computation MPC. Nodes and servers get a ssh config by default that permits root login with password authentication. In a proper deployment, the SSH service is not expose...
PYSEC-2024-30
The vantage6 technology enables to manage and deploy privacy enhancing technologies like Federated Learning FL and Multi-Party Computation MPC. Prior to 4.2.0, authenticated users could inject code into algorithm environment variables, resulting in remote code execution. This vulnerability is...