The Codes for "FedNP: Towards Non-IID Federated Learning via Federated Neural Propagation"

Tips: The file appendix.pdf is appendix to the main paper.

For better reviewing experience, we kindly suggest reviewers and readers to > read the FedNP_full.pdf that integrates the main paper and its appendix

Installation

Prerequisites

We run all experiments on a machine with 314 GB RAM, an Intel Xeon PHI 7290 CPU Processor, and two Tesla V100 GPUs. The operation system is CentOS 7. For detailed versions of software environments, please refer to the README.md files in corresponding code directories.

Dataset Preperation

The links or methods to access the datasets used in the experiments are provided in README.md as well.

Experiments

1. To run experiments involved in 5.2 Toy Experiment, please see FedNP for toy experiment/README.md
2. To run experiments involved in 5.3 Image Classification with Non-IID Image Dataset, please see FedNP for image classification/README.md.
3. To run experiments involved in 5.4 Speech Recognition with Large-scale Non-IID Conversational Speech Dataset, please see FedNP for speech recognition/README.md