ByMI (ICML 2024 paper)

• Qian, C., Wang, M., Ren, H. & Zou, C.. (2024). ByMI: Byzantine Machine Identification with False Discovery Rate Control. Proceedings of the 41st International Conference on Machine Learning, in Proceedings of Machine Learning Research 235:41357-41382 Available from https://proceedings.mlr.press/v235/qian24b.html.

We provide a solid statistical framework for Byzantine machine identification in distributed/Federated learning with error rate control.

Instructions to run the experiments

We provide the code of the experiments on real data. The results in the paper can be obtained by running

Rscript detect_realdata.R