Toward Dynamic Resource Allocation and Client Scheduling in Hierarchical Federated Learning: A Two-Phase Deep Reinforcement Learning Approach

Xiaojing Chen 0001, Zhenyuan Li, Wei Ni 0001, Xin Wang 0003, Shunqing Zhang, Yanzan Sun, Shugong Xu, Qingqi Pei. Toward Dynamic Resource Allocation and Client Scheduling in Hierarchical Federated Learning: A Two-Phase Deep Reinforcement Learning Approach. IEEE Transactions on Communications, 72(12):7798-7813, December 2024. [doi]

@article{ChenLNWZSXP24,
  title = {Toward Dynamic Resource Allocation and Client Scheduling in Hierarchical Federated Learning: A Two-Phase Deep Reinforcement Learning Approach},
  author = {Xiaojing Chen 0001 and Zhenyuan Li and Wei Ni 0001 and Xin Wang 0003 and Shunqing Zhang and Yanzan Sun and Shugong Xu and Qingqi Pei},
  year = {2024},
  month = {December},
  doi = {10.1109/TCOMM.2024.3420733},
  url = {https://doi.org/10.1109/TCOMM.2024.3420733},
  researchr = {https://researchr.org/publication/ChenLNWZSXP24},
  cites = {0},
  citedby = {0},
  journal = {IEEE Transactions on Communications},
  volume = {72},
  number = {12},
  pages = {7798-7813},
}