Enhancing Scalability and Reliability in Semi-Decentralized Federated Learning With Blockchain: Trust Penalization and Asynchronous Functionality

no code implementations • 30 Oct 2023 • Ajay Kumar Shrestha, Faijan Ahamad Khan, Mohammed Afaan Shaikh, Amir Jaberzadeh, Jason Geng

The paper presents an innovative approach to address the challenges of scalability and reliability in Distributed Federated Learning by leveraging the integration of blockchain technology.

Federated Learning

Blockchain-Based Federated Learning: Incentivizing Data Sharing and Penalizing Dishonest Behavior

no code implementations • 19 Jul 2023 • Amir Jaberzadeh, Ajay Kumar Shrestha, Faijan Ahamad Khan, Mohammed Afaan Shaikh, Bhargav Dave, Jason Geng

Data governance is a common approach to managing data, but it faces many challenges such as data silos, data consistency, privacy, security, and access control.

Fairness Federated Learning +1