BIOENGINEER

Hybrid encryption protects federated updates in Medical-MNIST test

A Paillier-CKKS framework encrypted federated-learning updates and reached 94.67% average accuracy on Medical-MNIST during ...
Visual Studio Magazine

Convolutional Neural Networks for MNIST Data Using PyTorch

Dr. James McCaffrey of Microsoft Research details the "Hello World" of image classification: a convolutional neural network (CNN) applied to the MNIST digits dataset. The "Hello World" of image ...
BIOENGINEER

FedGPA Rewires Federated Learning to Balance Shared Knowledge and Personal Touches

A new federated learning framework called FedGPA balances global generalization and client personalization by aggregating ...