Federated Learning Needs Real-World Edge Hardware Testing For Privacy Gains

Federated Learning Needs Real-World Edge Hardware Testing For Privacy Gains

Flotilla, a novel federated learning framework designed for resource-constrained edge devices, addresses limitations in existing systems by offering a scalable, lightweight, and fault-tolerant platform for deploying and evaluating diverse synchronous and asynchronous learning strategies, demonstrating comparable or improved resource efficiency and superior scalability to Flower, OpenFL, and FedML in tests involving over 1000 clients and Raspberr…