Limitations and future aspects of communication costs in federated learning: A survey
M Asad, S Shaukat, D Hu, Z Wang, E Javanmardi… - Sensors, 2023 - mdpi.com
This paper explores the potential for communication-efficient federated learning (FL) in
modern distributed systems. FL is an emerging distributed machine learning technique that …
modern distributed systems. FL is an emerging distributed machine learning technique that …
FedConv: A Learning-on-Model Paradigm for Heterogeneous Federated Clients
Federated Learning (FL) facilitates collaborative training of a shared global model without
exposing clients' private data. In practical FL systems, clients (eg, edge servers …
exposing clients' private data. In practical FL systems, clients (eg, edge servers …