Adaptive Compression in Federated Learning via Side Information

PyTorch implementation of the KLMS framework by the authors of the AISTATS 2024 paper "Adaptive Compression in Federated Learning via Side Information".

Adaptive Compression in Federated Learning via Side Information
Berivan Isik, Francesco Pase, Deniz Gunduz, Sanmi Koyejo, Tsachy Weissman, Michele Zorzi
The 27th International Conference on Artificial Intelligence and Statistics (AISTATS), 2024.

References:

If you find this work useful in your research, please consider citing our paper:

@inproceedings{isik2024adaptive,
  title={Adaptive Compression in Federated Learning via Side Information},
  author={Isik, Berivan and Pase, Francesco and Gunduz, Deniz and Koyejo, Sanmi and Weissman, Tsachy and Zorzi, Michele},
  booktitle={International Conference on Artificial Intelligence and Statistics},
  pages={487--495},
  year={2024},
  organization={PMLR}
}