Differentially-Private Multi-Tier Federated Learning: A Formal Analysis and Evaluation

Frank Po-Chen Lin, Evan Chen, Dong-Jun Han, Christopher G. Brinton. Differentially-Private Multi-Tier Federated Learning: A Formal Analysis and Evaluation. IEEE/ACM Trans. Netw., 34:2226-2241, 2026. [doi]

@article{LinCHB26,
  title = {Differentially-Private Multi-Tier Federated Learning: A Formal Analysis and Evaluation},
  author = {Frank Po-Chen Lin and Evan Chen and Dong-Jun Han and Christopher G. Brinton},
  year = {2026},
  doi = {10.1109/TON.2025.3641045},
  url = {https://doi.org/10.1109/TON.2025.3641045},
  researchr = {https://researchr.org/publication/LinCHB26},
  cites = {0},
  citedby = {0},
  journal = {IEEE/ACM Trans. Netw.},
  volume = {34},
  pages = {2226-2241},
}