@article{fedmlparrotascalablefederatedlearning, title = {FedML Parrot: A Scalable Federated Learning System via Heterogeneity-aware Scheduling on Sequential and Hierarchical Training}, author = {Zhenheng Tang and Xiaowen Chu and Ryan Yide Ran and Sunwoo Lee and Shaohuai Shi and Yonggang Zhang and Yuxin Wang and Alex Qiaozhong Liang and Salman Avestimehr and Chaoyang He}, year = {2023}, eprint = {2303.01778}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2303.01778v1}, }