Systems Heterogeneity is a phenomenon in federated learning characterized by the non-uniformity in computational resources, network conditions, and device availability across participating clients, which collectively impede synchronous and uniform system-level coordination.
67
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4.9K
Citations
227
Authors
106
Institutions
Publications per year
2017–2026
44
Parents
Publications
67
Heterogeneity and State Dependence
James J. Heckman · RePEc: Research Papers in Economics · 1981 · 696 citations
Tackling the Objective Inconsistency Problem in Heterogeneous Federated Optimization
Jianyu Wang, Qinghua Liu, Hao Liang et al. · arXiv (Cornell University) · 2020 · 574 citations · Full text
Federated Optimization in Heterogeneous Networks
Li Tian, Anit Kumar Sahu, Manzil Zaheer et al. · arXiv (Cornell University) · 2018 · 452 citations · Full text
Output synchronization for heterogeneous networks of non-introspective agents
Håvard Fjær Grip, Tao Yang, Ali Saberi et al. · Automatica · 2012 · 253 citations
On the Convergence of Federated Optimization in Heterogeneous Networks.
Anit Kumar Sahu, Tian Li, Maziar Sanjabi et al. · arXiv (Cornell University) · 2018 · 230 citations · Full text
1–5 of 67
Authors
227
- MX
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- KB
4
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- XL
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- ZC
3
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- CY
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1–5 of 227
Institutions
106
Peking University
Beijing, China
4 h-index
20 publications
1.3K citations
George Mason University
Fairfax, United States
3 h-index
8 publications
284 citations
IBM Research - Thomas J. Watson Research Center
Yorktown Heights, United States
3 h-index
3 publications
277 citations
Beijing University of Posts and Telecommunications
Beijing, China
3 h-index
3 publications
186 citations
King Abdullah University of Science and Technology
Jeddah, Saudi Arabia
2 h-index
7 publications
398 citations
Carnegie Mellon University
Pittsburgh, United States
2 h-index
4 publications
515 citations
Georgia Institute of Technology
Atlanta, United States
2 h-index
4 publications
56 citations
Queen Mary University of London
London, United Kingdom
2 h-index
3 publications
184 citations
1–8 of 106
Venues
- arXiv (Cornell University)
Repository · 11 publications · 1.4K citations
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- Europhysics Letters (EPL)
3 publications · 54 citations
3
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- Journal of Parallel and Distributed Computing
3 publications · 157 citations
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- Automatica
2 publications · 447 citations
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- IEEE Transactions on Mobile Computing
TMCCI · 2 publications · 104 citations
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