Efficient distributed swarm learning for edge computing

X Fan, Y Wang, Y Huo, Z Tian - ICC 2023-IEEE International …, 2023 - ieeexplore.ieee.org
Federated learning (FL) methods face major challenges including communication
bottleneck, data heterogeneity and security concerns in edge IoT scenarios. In this paper …

Robust distributed swarm learning for intelligent iot

X Fan, Y Wang, Y Huo, Z Tian - ICC 2023-IEEE International …, 2023 - ieeexplore.ieee.org
In this paper, we study a communication-efficient distributed learning scheme through a
holistic integration of federated learning (FL) and particle swarm optimization, called DSL …