High-efficient hierarchical federated learning on non-IID data with progressive collaboration

Hierarchical Federated Learning for Hybrid Data Partitioning Across Multitype Sensors

(2021) Liqun Su et al.   IEEE Internet of Things Journal

Communication-efficient hierarchical federated learning for IoT heterogeneous systems with imbalanced data

(2021) Alaa Awad Abdellatif et al.   Future Generation Computer Systems-The International Journal of eScience

Decentralized Edge Intelligence: A Dynamic Resource Allocation Framework for Hierarchical Federated Learning

(2021) Wei Yang Bryan Lim et al.   IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS

Federated Learning With Cooperating Devices: A Consensus Approach for Massive IoT Networks

(2020) Stefano Savazzi et al.   IEEE Internet of Things Journal

Federated Learning for Wireless Communications: Motivation, Opportunities, and Challenges

(2020) Solmaz Niknam et al.   IEEE COMMUNICATIONS MAGAZINE

Self-Balancing Federated Learning With Global Imbalanced Data in Mobile Systems

(2020) Moming Duan et al.   IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS

Federated Machine Learning

(2019) Qiang Yang et al.   ACM Transactions on Intelligent Systems and Technology

Robust and Communication-Efficient Federated Learning From Non-i.i.d. Data

(2019) Felix Sattler et al.   IEEE Transactions on Neural Networks and Learning Systems