Optimizing Federated Learning in LEO Satellite Constellations via Intra-Plane Model Propagation and Sink Satellite Scheduling

27 February 2023

Papers citing "Optimizing Federated Learning in LEO Satellite Constellations via Intra-Plane Model Propagation and Sink Satellite Scheduling"

11 / 11 papers shown

Title
Brain-Inspired Decentralized Satellite Learning in Space Computing Power Networks Peng Yang Ting Wang Haibin Cai Yuanming Shi Chunxiao Jiang Linling Kuang 39 0 0 28 Jan 2025
HyperDrive: Scheduling Serverless Functions in the Edge-Cloud-Space 3D Continuum Thomas Pusztai Cynthia Marcelino Stefan Nastic 73 2 0 21 Oct 2024
Orchestrating Federated Learning in Space-Air-Ground Integrated Networks: Adaptive Data Offloading and Seamless Handover Dong-Jun Han Wenzhi Fang Seyyedali Hosseinalipour Mung Chiang Christopher G. Brinton 35 3 0 18 Aug 2024
DFedSat: Communication-Efficient and Robust Decentralized Federated Learning for LEO Satellite Constellations Minghao Yang Jingjing Zhang Shengyun Liu FedML 39 2 0 08 Jul 2024
Satellite Federated Edge Learning: Architecture Design and Convergence Analysis Yuanming Shi Li Zeng Jingyang Zhu Yong Zhou Chunxiao Jiang Khaled B. Letaief 30 12 0 02 Apr 2024
Stitching Satellites to the Edge: Pervasive and Efficient Federated LEO Satellite Learning Mohamed Elmahallawy Tie-Mei Luo 33 3 0 28 Jan 2024
Communication-Efficient Federated Learning for LEO Satellite Networks Integrated with HAPs Using Hybrid NOMA-OFDM Mohamed Elmahallawy Tie-Mei Luo Khaled Ramadan 20 5 0 01 Jan 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 29 11 0 23 Dec 2023
Secure and Efficient Federated Learning in LEO Constellations using Decentralized Key Generation and On-Orbit Model Aggregation Mohamed Elmahallawy Tie-Mei Luo Mohamed I. Ibrahem FedML 19 7 0 04 Sep 2023
One-Shot Federated Learning for LEO Constellations that Reduces Convergence Time from Days to 90 Minutes Mohamed Elmahallawy Tie-Mei Luo 28 9 0 21 May 2023
FedHAP: Fast Federated Learning for LEO Constellations Using Collaborative HAPs Mohamed Elmahallawy Tie-Mei Luo FedML 38 36 0 15 May 2022