FedKit: Enabling Cross-Platform Federated Learning for Android and iOS
<|reference_start|>FedKit: Enabling Cross-Platform Federated Learning for Android and iOS: We present FedKit, a federated learning (FL) system tailored for cross-platform FL research on Android and iOS devices. FedKit pipelines cross-platform FL development by enabling model conversion, hardware-accelerated training, and cross-platform model aggregation. Our FL workflow supports flexible machine learning operations (MLOps) in production, facilitating continuous model delivery and training. We have deployed FedKit in a real-world use case for health data analysis on university campuses, demonstrating its effectiveness. FedKit is open-source at https://github.com/FedCampus/FedKit.<|reference_end|>
@article{he2024fedkit:,
    title={FedKit: Enabling Cross-Platform Federated Learning for Android and iOS},
    author={Sichang He, Beilong Tang, Boyan Zhang, Jiaoqi Shao, Xiaomin Ouyang,
  Daniel Nata Nugraha, Bing Luo},
    journal={arXiv preprint arXiv:2402.10464},
    year={2024},
    archivePrefix={arXiv},
    eprint={2402.10464},
    primaryClass={cs.LG cs.NI}
}