FedDual: Pair-Wise Gossip Helps Federated Learning in Large Decentralized Networks
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Information Forensics and Security"
DOI: 10.1109/tifs.2022.3222935
Abstract: There is a significant recent interest in collaboratively training a machine learning (ML) model without collecting data to a central server. Federated learning (FL) emerges as an efficient solution mitigating systemic privacy risks and communication… read more here.
Keywords: federated learning; large decentralized; gossip; wise gossip ... See more keywords
Unreachable Peers Communication Scheme in Decentralized Networks Based on Peer-to-Peer Overlay Approaches
Sign Up to like & getrecommendations! Published in 2022 at "Future Internet"
DOI: 10.3390/fi14100290
Abstract: Decentralized networks bring us many benefits, but as networks evolve, many nodes either actively or passively become unreachable behind an NAT or a firewall. This has become a hindrance to the development of decentralized networks,… read more here.
Keywords: network; overlay; scheme; decentralized networks ... See more keywords