Equitable-FL: Federated Learning with Sparsity for Resource-Constrained Environment

no code implementations • 2 Sep 2023 • Indrajeet Kumar Sinha, Shekhar Verma, Krishna Pratap Singh

We validate Equitable-FL on the $MNIST$, $F-MNIST$, and $CIFAR-10$ benchmark datasets, as well as the $Brain-MRI$ data and the $PlantVillage$ datasets.

Federated Learning

FAM: fast adaptive federated meta-learning

no code implementations • 26 Aug 2023 • Indrajeet Kumar Sinha, Shekhar Verma, Krishna Pratap Singh

There is a need to learn a global model that can be adapted using client's specific information to create personalized models on clients is required.

Federated Learning Meta-Learning