Multi-Stage Hybrid Federated Learning over Large-Scale D2D-Enabled Fog Networks

18 July 2020

Seyyedali Hosseinalipour

Sheikh Shams Azam

Christopher G. Brinton

Papers citing "Multi-Stage Hybrid Federated Learning over Large-Scale D2D-Enabled Fog Networks"

42 / 42 papers shown

Title
Federated Learning for Cyber Physical Systems: A Comprehensive Survey Minh K. Quan P. Pathirana M. Wijayasundara S. Setunge Dinh C. Nguyen Christopher G. Brinton David J. Love H. Vincent Poor AI4CE 54 0 0 08 May 2025
The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Maryam Ebrahimi Rajeev Sahay Seyyedali Hosseinalipour Bita Akram 44 1 0 20 Jan 2025
Hierarchical Federated Learning with Multi-Timescale Gradient Correction Wenzhi Fang Dong-Jun Han Evan Chen Jianing Zhang Christopher G. Brinton 34 4 0 27 Sep 2024
Does Worst-Performing Agent Lead the Pack? Analyzing Agent Dynamics in Unified Distributed SGD Jie Hu Yi-Ting Ma Do Young Eun FedML 27 0 0 26 Sep 2024
Sequential Federated Learning in Hierarchical Architecture on Non-IID Datasets Xingrun Yan Shiyuan Zuo Rongfei Fan Han Hu Li Shen Puning Zhao Yong Luo FedML 55 0 0 19 Aug 2024
Twin Sorting Dynamic Programming Assisted User Association and Wireless Bandwidth Allocation for Hierarchical Federated Learning Rung-Hung Gau Ting-Yu Wang Chun-Hung Liu 29 0 0 17 Aug 2024
UAV-assisted Unbiased Hierarchical Federated Learning: Performance and Convergence Analysis Ruslan Zhagypar N. Kouzayha Hesham Elsawy H. Dahrouj Tareq Y. Al-Naffouri 39 2 0 05 Jul 2024
Unsupervised Federated Optimization at the Edge: D2D-Enabled Learning without Labels Satyavrat Wagle Seyyedali Hosseinalipour Naji Khosravan Christopher G. Brinton FedML 40 2 0 15 Apr 2024
Biased Over-the-Air Federated Learning under Wireless Heterogeneity Muhammad Faraz Ul Abrar Nicolò Michelusi 36 2 0 28 Mar 2024
Analog-digital Scheduling for Federated Learning: A Communication-Efficient Approach Muhammad Faraz Ul Abrar Nicolò Michelusi 41 2 0 01 Feb 2024
Holonic Learning: A Flexible Agent-based Distributed Machine Learning Framework Ahmad Esmaeili Zahra Ghorrati Eric T. Matson 22 1 0 29 Dec 2023
Filling the Missing: Exploring Generative AI for Enhanced Federated Learning over Heterogeneous Mobile Edge Devices Peichun Li Hanwen Zhang Yuan Wu Liping Qian Rong Yu Dusit Niyato X. Shen 32 25 0 21 Oct 2023
A Multi-Token Coordinate Descent Method for Semi-Decentralized Vertical Federated Learning Pedro Valdeira Yuejie Chi Cláudia Soares Joao Xavier 45 3 0 18 Sep 2023
Hierarchical Federated Learning in Wireless Networks: Pruning Tackles Bandwidth Scarcity and System Heterogeneity Md Ferdous Pervej Richeng Jin H. Dai 30 9 0 03 Aug 2023
Confidential Computing across Edge-to-Cloud for Machine Learning: A Survey Study S. Zobaed M. Salehi FedML 22 3 0 31 Jul 2023
Federated Learning-Empowered AI-Generated Content in Wireless Networks Xumin Huang Peichun Li Hongyang Du Jiawen Kang Dusit Niyato Dong In Kim Yuehua Wu 35 55 0 14 Jul 2023
FedDec: Peer-to-peer Aided Federated Learning Marina Costantini Giovanni Neglia T. Spyropoulos FedML 14 1 0 11 Jun 2023
Delay-Aware Hierarchical Federated Learning F. Lin Seyyedali Hosseinalipour Nicolò Michelusi Christopher G. Brinton FedML 26 11 0 22 Mar 2023
Connectivity-Aware Semi-Decentralized Federated Learning over Time-Varying D2D Networks Rohit Parasnis Seyyedali Hosseinalipour Yun-Wei Chu M. Chiang Christopher G. Brinton FedML 24 16 0 15 Mar 2023
Topology-aware Federated Learning in Edge Computing: A Comprehensive Survey Jiajun Wu Steve Drew Fan Dong Zhuangdi Zhu Jiayu Zhou FedML 55 46 0 06 Feb 2023
Social-Aware Clustered Federated Learning with Customized Privacy Preservation Yuntao Wang Zhou Su Yanghe Pan Tom H. Luan Ruidong Li Shui Yu FedML 31 18 0 25 Dec 2022
Event-Triggered Decentralized Federated Learning over Resource-Constrained Edge Devices Shahryar Zehtabi Seyyedali Hosseinalipour Christopher G. Brinton FedML 27 6 0 23 Nov 2022
Non-Coherent Over-the-Air Decentralized Gradient Descent Nicolò Michelusi 29 6 0 19 Nov 2022
On Differential Privacy for Federated Learning in Wireless Systems with Multiple Base Stations Nima Tavangaran Mingzhe Chen Zhaohui Yang J. M. B. D. Silva H. Vincent Poor FedML 28 4 0 25 Aug 2022
Embedding Alignment for Unsupervised Federated Learning via Smart Data Exchange Satyavrat Wagle Seyyedali Hosseinalipour Naji Khosravan M. Chiang Christopher G. Brinton FedML 35 5 0 04 Aug 2022
Autonomy and Intelligence in the Computing Continuum: Challenges, Enablers, and Future Directions for Orchestration Henna Kokkonen Lauri Lovén Naser Hossein Motlagh Abhishek Kumar Juha Partala ... M. Bennis Sasu Tarkoma Schahram Dustdar Susanna Pirttikangas J. Riekki 33 26 0 03 May 2022
Decentralized Event-Triggered Federated Learning with Heterogeneous Communication Thresholds Shahryar Zehtabi Seyyedali Hosseinalipour Christopher G. Brinton FedML 34 15 0 07 Apr 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 38 18 0 26 Mar 2022
Latency Optimization for Blockchain-Empowered Federated Learning in Multi-Server Edge Computing Dinh C. Nguyen Seyyedali Hosseinalipour David J. Love P. Pathirana Christopher G. Brinton 34 47 0 18 Mar 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 23 27 0 07 Feb 2022
Resource-Efficient and Delay-Aware Federated Learning Design under Edge Heterogeneity David Nickel F. Lin Seyyedali Hosseinalipour Nicolò Michelusi Christopher G. Brinton FedML 19 1 0 27 Dec 2021
Federated Learning Beyond the Star: Local D2D Model Consensus with Global Cluster Sampling F. Lin Seyyedali Hosseinalipour Sheikh Shams Azam Christopher G. Brinton Nicolò Michelusi FedML 13 2 0 07 Sep 2021
Management of Resource at the Network Edge for Federated Learning Silvana Trindade L. Bittencourt N. Fonseca 22 6 0 07 Jul 2021
FedFog: Network-Aware Optimization of Federated Learning over Wireless Fog-Cloud Systems Van-Dinh Nguyen Symeon Chatzinotas Björn E. Ottersten T. Duong FedML 30 16 0 04 Jul 2021
UAV-assisted Online Machine Learning over Multi-Tiered Networks: A Hierarchical Nested Personalized Federated Learning Approach Su Wang Seyyedali Hosseinalipour M. Gorlatova Christopher G. Brinton M. Chiang 38 36 0 29 Jun 2021
Distributed Learning in Wireless Networks: Recent Progress and Future Challenges Mingzhe Chen Deniz Gündüz Kaibin Huang Walid Saad M. Bennis Aneta Vulgarakis Feljan H. Vincent Poor 38 401 0 05 Apr 2021
Opportunistic Federated Learning: An Exploration of Egocentric Collaboration for Pervasive Computing Applications Sangsu Lee Xi Zheng Jie Hua H. Vikalo Christine Julien FedML 29 25 0 24 Mar 2021
The Gradient Convergence Bound of Federated Multi-Agent Reinforcement Learning with Efficient Communication Xing Xu Rongpeng Li Zhifeng Zhao Honggang Zhang 38 12 0 24 Mar 2021
Semi-Decentralized Federated Learning with Cooperative D2D Local Model Aggregations F. Lin Seyyedali Hosseinalipour Sheikh Shams Azam Christopher G. Brinton Nicolò Michelusi FedML 37 109 0 18 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
FedPAQ: A Communication-Efficient Federated Learning Method with Periodic Averaging and Quantization Amirhossein Reisizadeh Aryan Mokhtari Hamed Hassani Ali Jadbabaie Ramtin Pedarsani FedML 174 760 0 28 Sep 2019
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 1,687 0 14 Apr 2018