Enabling Weak Client Participation via On-Device Knowledge Distillation in Heterogeneous Federated Learning

Jihyun Lim, Junhyuk Jo, Tuo Zhang, Sunwoo Lee

ECAI, 2025

arXiv
DOI

This study proposes a knowledge distillation-based heterogeneous federated learning method, which enables weak clients to participate in training regardless of their limits on resources.

BibTeX

@inproceedings{lim2025kdfl,
  title={Enabling weak client participation via on-device knowledge distillation in heterogeneous federated learning},
  author={Lim, Jihyun and Jo, Junhyuk and Zhang, Tuo and Lee, Sunwoo},
  booktitle={Proceedings of the 28th European Conference on Artificial Intelligence},
  pages={3435--3442},
  year={2025}
}