Neighborhood and Global Perturbations Supported Sharpness-Aware Minimization in Federated Learning: From Local Tweaks to Global Awareness

Boyuan Li, Zihao Peng, Yafei Li, Zijian Li 0007, Shengbo Chen, Cong Shen 0001, Tony Q. S. Quek. Neighborhood and Global Perturbations Supported Sharpness-Aware Minimization in Federated Learning: From Local Tweaks to Global Awareness. IEEE Trans. Network Science and Engineering, 13:5000-5017, 2026. [doi]

@article{LiPLLCSQ26,
  title = {Neighborhood and Global Perturbations Supported Sharpness-Aware Minimization in Federated Learning: From Local Tweaks to Global Awareness},
  author = {Boyuan Li and Zihao Peng and Yafei Li and Zijian Li 0007 and Shengbo Chen and Cong Shen 0001 and Tony Q. S. Quek},
  year = {2026},
  doi = {10.1109/TNSE.2025.3638762},
  url = {https://doi.org/10.1109/TNSE.2025.3638762},
  researchr = {https://researchr.org/publication/LiPLLCSQ26},
  cites = {0},
  citedby = {0},
  journal = {IEEE Trans. Network Science and Engineering},
  volume = {13},
  pages = {5000-5017},
}