DynaAdaFL: A GNN-Assisted MARL Framework for Client Hyperparameter Adaptive Optimization in Edge Federated Learning for Carbon Emission Prediction

Haotian Yan, Li Pan 0001, Shijun Liu, Weiping Li. DynaAdaFL: A GNN-Assisted MARL Framework for Client Hyperparameter Adaptive Optimization in Edge Federated Learning for Carbon Emission Prediction. IEEE Internet of Things Journal, 13(8):17151-17168, april15 2026. [doi]

@article{YanPLL26,
  title = {DynaAdaFL: A GNN-Assisted MARL Framework for Client Hyperparameter Adaptive Optimization in Edge Federated Learning for Carbon Emission Prediction},
  author = {Haotian Yan and Li Pan 0001 and Shijun Liu and Weiping Li},
  year = {2026},
  month = {april15},
  doi = {10.1109/JIOT.2026.3661240},
  url = {https://doi.org/10.1109/JIOT.2026.3661240},
  researchr = {https://researchr.org/publication/YanPLL26},
  cites = {0},
  citedby = {0},
  journal = {IEEE Internet of Things Journal},
  volume = {13},
  number = {8},
  pages = {17151-17168},
}