This repository is the official Pytorch implementation DEMO of FedCache:
FedCache: A Knowledge Cache-driven Federated Learning Architecture for Personalized Edge Intelligence. arXiv preprint arXiv:2308.07816. 2023
- Python: 3.10
- Pytorch: 1.13.1
- torchvision: 0.14.1
- hnswlib
- Other dependencies
python main_fedcache.py
@article{wu2023fedcache,
title={FedCache: A Knowledge Cache-driven Federated Learning Architecture for Personalized Edge Intelligence},
author={Wu, Zhiyuan and Sun, Sheng and Wang, Yuwei and Liu, Min and Xu, Ke and Wang, Wen and Jiang, Xuefeng and Gao, Bo and Lu, Jinda},
journal={arXiv preprint arXiv:2308.07816},
year={2023}
}FedICT: Federated Multi-task Distillation for Multi-access Edge Computing. IEEE Transactions on Parallel and Distributed Systems (TPDS). 2023
Exploring the Distributed Knowledge Congruence in Proxy-data-free Federated Distillation. arXiv preprint arXiv:2204.07028. 2022
Survey of Knowledge Distillation in Federated Edge Learning. arXiv preprint arXiv:2301.05849. 2023
We thank Xuefeng Jiang for his guidance and suggestions on this repository.