UAV-assisted Online Machine Learning over Multi-Tiered Networks: A Hierarchical Nested Personalized Federated Learning Approach

29 June 2021

Su Wang

Seyyedali Hosseinalipour

M. Gorlatova

Christopher G. Brinton

M. Chiang

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Papers citing "UAV-assisted Online Machine Learning over Multi-Tiered Networks: A Hierarchical Nested Personalized Federated Learning Approach"

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Title
Adaptive UAV-Assisted Hierarchical Federated Learning: Optimizing Energy, Latency, and Resilience for Dynamic Smart IoT Xiaohong Yang Minghui Liwang Liqun Fu Yuhan Su Seyyedali Hosseinalipour Xianbin Wang Yiguang Hong 54 0 0 08 Mar 2025
Green Federated Learning: A new era of Green Aware AI Dipanwita Thakur Antonella Guzzo Giancarlo Fortino Francesco Piccialli AI4CE 32 3 0 19 Sep 2024
DynamicFL: Federated Learning with Dynamic Communication Resource Allocation Qi Le Enmao Diao Xinran Wang Vahid Tarokh Jie Ding Ali Anwar FedML 24 1 0 08 Sep 2024
UAV-assisted Unbiased Hierarchical Federated Learning: Performance and Convergence Analysis Ruslan Zhagypar N. Kouzayha Hesham Elsawy H. Dahrouj Tareq Y. Al-Naffouri 30 1 0 05 Jul 2024
Cooperative Federated Learning over Ground-to-Satellite Integrated Networks: Joint Local Computation and Data Offloading Dong-Jun Han Seyyedali Hosseinalipour David J. Love Mung Chiang Christopher G. Brinton FedML 24 11 0 23 Dec 2023
Federated Learning for 6G: Paradigms, Taxonomy, Recent Advances and Insights Maryam Ben Driss Essaid Sabir H. Elbiaze Walid Saad 28 7 0 07 Dec 2023
Device Sampling and Resource Optimization for Federated Learning in Cooperative Edge Networks Su Wang Roberto Morabito Seyyedali Hosseinalipour Mung Chiang Christopher G. Brinton FedML 19 7 0 07 Nov 2023
Resilient Mobile Multi-Target Surveillance Using Multi-Hop Autonomous UAV Networks for Extended Lifetime Abdulsamet Dagasan E. Karasan 11 0 0 06 Nov 2023
Personalized Graph Federated Learning with Differential Privacy François Gauthier Vinay Chakravarthi Gogineni Stefan Werner Yih-Fang Huang A. Kuh FedML 13 7 0 10 Jun 2023
Integrated Sensing, Computation, and Communication for UAV-assisted Federated Edge Learning Yao Tang Guangxu Zhu Wei Xu M. H. Cheung T. Lok Shuguang Cui 24 7 0 05 Jun 2023
Multi-Source to Multi-Target Decentralized Federated Domain Adaptation Su Wang Seyyedali Hosseinalipour Christopher G. Brinton 16 6 0 24 Apr 2023
Coded Matrix Computations for D2D-enabled Linearized Federated Learning A. Das A. Ramamoorthy David J. Love Christopher G. Brinton FedML 34 4 0 23 Feb 2023
Tighter Regret Analysis and Optimization of Online Federated Learning Dohyeok Kwon Jonghwan Park Songnam Hong 16 11 0 13 May 2022
Multi-Edge Server-Assisted Dynamic Federated Learning with an Optimized Floating Aggregation Point Bhargav Ganguly Seyyedali Hosseinalipour Kwang Taik Kim Christopher G. Brinton Vaneet Aggarwal David J. Love M. Chiang FedML 23 18 0 26 Mar 2022
Addressing modern and practical challenges in machine learning: A survey of online federated and transfer learning Shuang Dai Fanlin Meng FedML OnRL 24 21 0 07 Feb 2022
Parallel Successive Learning for Dynamic Distributed Model Training over Heterogeneous Wireless Networks Seyyedali Hosseinalipour Su Wang Nicolò Michelusi Vaneet Aggarwal Christopher G. Brinton David J. Love M. Chiang 15 27 0 07 Feb 2022
Energy-Efficient Inference on the Edge Exploiting TinyML Capabilities for UAVs Wamiq Raza Anas Osman F. Ferrini F. D. De Natale 11 29 0 30 Nov 2021
A Deep Reinforcement Learning Framework for Contention-Based Spectrum Sharing Akash S. Doshi S. Yerramalli Lorenzo Ferrari Taesang Yoo J. Andrews 14 32 0 05 Oct 2021
The Gradient Convergence Bound of Federated Multi-Agent Reinforcement Learning with Efficient Communication Xing Xu Rongpeng Li Zhifeng Zhao Honggang Zhang 17 11 0 24 Mar 2021
Device Sampling for Heterogeneous Federated Learning: Theory, Algorithms, and Implementation Su Wang Mengyuan Lee Seyyedali Hosseinalipour Roberto Morabito M. Chiang Christopher G. Brinton FedML 77 110 0 04 Jan 2021
Adaptive Federated Learning in Resource Constrained Edge Computing Systems Shiqiang Wang Tiffany Tuor Theodoros Salonidis K. Leung C. Makaya T. He Kevin S. Chan 144 1,685 0 14 Apr 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 243 11,677 0 09 Mar 2017