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

Frank Po-Chen Lin

Frank Po-Chen Lin Evan Chen Dong-Jun Han Christopher G. Brinton Differentially-Private Multi-Tier Federated Learning: A Formal Analysis and Evaluation. 2226-2241 2026 34 IEEE Trans. Netw. https://doi.org/10.1109/TON.2025.3641045 db/journals/ton/ton34.html#LinCHB26 streams/journals/ton

Evan Chen Frank Po-Chen Lin Dong-Jun Han Christopher G. Brinton Differentially-Private Multi-Tier Federated Learning. 5633-5639 2025 ICC https://doi.org/10.1109/ICC52391.2025.11161547 conf/icc/2025 db/conf/icc/icc2025.html#ChenLHB25 streams/conf/icc

Evan Chen Frank Po-Chen Lin Dong-Jun Han Christopher G. Brinton Differentially-Private Multi-Tier Federated Learning: A Formal Analysis and Evaluation. 2025 February abs/2502.02877 CoRR https://doi.org/10.48550/arXiv.2502.02877 db/journals/corr/corr2502.html#abs-2502-02877 streams/journals/corr

Frank Po-Chen Lin Seyyedali Hosseinalipour Nicolò Michelusi Christopher G. Brinton Delay-Aware Hierarchical Federated Learning. 674-688 2024 April 10 IEEE Trans. Cogn. Commun. Netw. 2 https://doi.org/10.1109/TCCN.2023.3329024 db/journals/tccn/tccn10.html#LinHMB24

Frank Po-Chen Lin Christopher G. Brinton Differential Privacy in Hierarchical Federated Learning: A Formal Analysis and Evaluation. 2024 abs/2401.11592 CoRR https://doi.org/10.48550/arXiv.2401.11592 db/journals/corr/corr2401.html#abs-2401-11592

Frank Po-Chen Lin Seyyedali Hosseinalipour Christopher G. Brinton Nicolò Michelusi Delay-Aware Hierarchical Federated Learning. 2023 abs/2303.12414 CoRR https://doi.org/10.48550/arXiv.2303.12414 db/journals/corr/corr2303.html#abs-2303-12414

David R. Nickel Frank Po-Chen Lin Seyyedali Hosseinalipour Nicolò Michelusi Christopher G. Brinton Resource-Efficient and Delay-Aware Federated Learning Design under Edge Heterogeneity. 43-48 2022 ICC Workshops https://doi.org/10.1109/ICCWorkshops53468.2022.9814610 conf/icc/2022w db/conf/icc/icc2022w.html#NickelLHMB22

Frank Po-Chen Lin Seyyedali Hosseinalipour Sheikh Shams Azam Christopher G. Brinton Nicolò Michelusi Semi-Decentralized Federated Learning With Cooperative D2D Local Model Aggregations. 3851-3869 2021 39 IEEE J. Sel. Areas Commun. 12 https://doi.org/10.1109/JSAC.2021.3118344 db/journals/jsac/jsac39.html#LinHABM21

Frank Po-Chen Lin Seyyedali Hosseinalipour Sheikh Shams Azam Christopher G. Brinton Nicolò Michelusi Federated Learning Beyond the Star: Local D2D Model Consensus with Global Cluster Sampling. 1-6 2021 GLOBECOM https://doi.org/10.1109/GLOBECOM46510.2021.9685456 conf/globecom/2021 db/conf/globecom/globecom2021.html#LinHABM21

Frank Po-Chen Lin Seyyedali Hosseinalipour Sheikh Shams Azam Christopher G. Brinton Nicolò Michelusi Two Timescale Hybrid Federated Learning with Cooperative D2D Local Model Aggregations. 2021 abs/2103.10481 CoRR https://arxiv.org/abs/2103.10481 db/journals/corr/corr2103.html#abs-2103-10481

Frank Po-Chen Lin Seyyedali Hosseinalipour Sheikh Shams Azam Christopher G. Brinton Nicolò Michelusi Federated Learning Beyond the Star: Local D2D Model Consensus with Global Cluster Sampling. 2021 abs/2109.03350 CoRR https://arxiv.org/abs/2109.03350 db/journals/corr/corr2109.html#abs-2109-03350

David R. Nickel Frank Po-Chen Lin Seyyedali Hosseinalipour Nicolò Michelusi Christopher G. Brinton Resource-Efficient and Delay-Aware Federated Learning Design under Edge Heterogeneity. 2021 abs/2112.13926 CoRR https://arxiv.org/abs/2112.13926 db/journals/corr/corr2112.html#abs-2112-13926

Frank Po-Chen Lin Zsehong Tsai Hierarchical Edge-Cloud SDN Controller System With Optimal Adaptive Resource Allocation for Load-Balancing. 265-276 2020 14 IEEE Syst. J. 1 https://doi.org/10.1109/JSYST.2019.2894689 db/journals/sj/sj14.html#LinT20

Frank Po-Chen Lin Christopher G. Brinton Nicolò Michelusi Federated Learning with Communication Delay in Edge Networks. 1-7 2020 GLOBECOM https://doi.org/10.1109/GLOBECOM42002.2020.9322592 conf/globecom/2020 db/conf/globecom/globecom2020.html#LinBM20

Frank Po-Chen Lin Christopher G. Brinton Nicolò Michelusi Federated Learning with Communication Delay in Edge Networks. 2020 abs/2008.09323 CoRR https://arxiv.org/abs/2008.09323 db/journals/corr/corr2008.html#abs-2008-09323

Frank Po-Chen Lin Frederick Kin Hing Phoa An Efficient Construction of Confidence Regions via Swarm Intelligence and Its Application in Target Localization. 8610-8618 2018 6 IEEE Access https://doi.org/10.1109/ACCESS.2017.2785789 db/journals/access/access6.html#LinP18

Sen-Hung Wang Frank Po-Chen Lin Chih-Peng Li Secure channel estimation method in TDD OFDM systems. 1-4 2016 BMSB https://doi.org/10.1109/BMSB.2016.7521979 conf/bmsb/2016 db/conf/bmsb/bmsb2016.html#WangLL16 Sheikh Shams Azam Christopher G. Brinton Evan Chen Dong-Jun Han Seyyedali Hosseinalipour Chih-Peng Li Nicolò Michelusi David R. Nickel Frederick Kin Hing Phoa Zsehong Tsai Sen-Hung Wang