Federated Learning: Strategies for Improving Communication Efficiency

Jakub Konečný, H. Brendan McMahan, Felix X. Yu, +3

arXiv (Cornell University)

EngineeringMachine LearningData ScienceEdge ComputingFederated Learning +12

Federated Learning in Mobile Edge Networks: A Comprehensive Survey

Wei Yang Bryan Lim, Nguyen Cong Luong, Dinh Thai Hoang, +5

IEEE Communications Surveys & Tutorials

EngineeringMachine LearningEdge DeviceFederated StructureNetwork Analysis +17

Adaptive Federated Learning in Resource Constrained Edge Computing Systems

Shiqiang Wang, Tiffany Tuor, Theodoros Salonidis, +4

IEEE Journal on Selected Areas in Communications

Cluster ComputingEngineeringMachine LearningDistributed AlgorithmsFederated Structure +16

Edge Intelligence: Paving the Last Mile of Artificial Intelligence With Edge Computing

Zhi Zhou, Xu Chen, En Li, +3

Proceedings of the IEEE

Artificial IntelligenceEngineeringMachine LearningEdge DeviceIntelligent Systems +15

1.1 Computing's energy problem (and what we can do about it)

Mark Horowitz

Computational Complexity TheoryEngineeringEnergy EfficiencyEnergy ProblemComputer Architecture +20

Federated learning in medicine: facilitating multi-institutional collaborations without sharing patient data

Micah Sheller, Brandon Edwards, G. Anthony Reina, +8

Scientific Reports

Family MedicineEngineeringMachine LearningData ScienceBiomedical Data Science +14

Secure, privacy-preserving and federated machine learning in medical imaging

Georgios Kaissis, Marcus R. Makowski, Daniel Rückert, +1

Nature Machine Intelligence

Edge Intelligence: The Confluence of Edge Computing and Artificial Intelligence

Shuiguang Deng, Hailiang Zhao, Weijia Fang, +3

IEEE Internet of Things Journal

Swarm Learning for decentralized and confidential clinical machine learning

Stefanie Warnat‐Herresthal, Hartmut Schultze, Krishnaprasad Lingadahalli Shastry, +40

Nature

A Blockchain-Based Decentralized Federated Learning Framework with Committee Consensus

Yuzheng Li, Chuan Chen, Nan Liu, +3

IEEE Network

Bflc FrameworkBlockchain Consensus ProtocolEngineeringData ScienceInformation Security +13