- Federated or Split? A Performance and Privacy Analysis of Hybrid ...🔍
- Zongshun Zhang🔍
- Federated or Split? A Performance and Privacy ...🔍
- Privacy and Efficiency of Communications in Federated Split Learning🔍
- Balancing privacy and performance in federated learning🔍
- arXiv:2308.11027v1 [cs.LG] 21 Aug 2023🔍
- Publications🔍
- A split|federated learning and edge|cloud based efficient and ...🔍
Federated or Split? A Performance and Privacy Analysis of Hybrid ...
Federated or Split? A Performance and Privacy Analysis of Hybrid ...
Our evaluation shows how Federated Split Learning may reduce the computational power required for each client running a Federated Learning and enable Split ...
Federated or Split? A Performance and Privacy Analysis of Hybrid ...
In this work, we analyze such tradeoffs and propose a new hybrid. Federated Split Learning architecture, to combine the benefits of both in terms of efficiency ...
Federated or Split? A Performance and Privacy Analysis of Hybrid ...
In this work, we analyze such tradeoffs and propose a new hybrid Federated Split Learning architecture, to combine the benefits of both in terms of efficiency ...
Federated or Split? A Performance and Privacy Analysis of Hybrid ...
... Federated Split Learning (FSL) [298] , [299] is a distributed algorithm that combines the ideas of computing the weighted average, a characteristic of the ...
Federated or Split? A Performance and Privacy Analysis of Hybrid ...
Turina, Valeria, Zhang, Zongshun, Esposito, Flavio, and Matta, Ibrahim. Federated or Split? A Performance and Privacy Analysis of Hybrid Split ...
Zongshun Zhang - Google Scholar
Federated or Split? A Performance and Privacy Analysis of Hybrid Split and Federated Learning Architectures. V Turina, Z Zhang, F Esposito, I Matta. 2021 IEEE ...
Federated or Split? A Performance and Privacy Analysis of Hybrid ...
Federated or Split? A Performance and Privacy Analysis of Hybrid Split and Federated Learning Architectures. Valeria Turina 1. ,. Zongshun Zhang 2. ,. Flavio ...
Federated or Split? A Performance and Privacy ... - Read Wonders
Federated or Split? A Performance and Privacy Analysis of Hybrid Split and Federated Learning Architectures. This evaluation shows how Federated Split ...
Federated or Split? A Performance and Privacy Analysis of Hybrid ...
Federated or Split? A Performance and Privacy Analysis of Hybrid Split and Federated Learning Architectures. Turina, V., Zhang, Z., Esposito, F., & Matta, I.
Privacy and Efficiency of Communications in Federated Split Learning
In this paper, we examine these tradeoffs and suggest a new hybrid Federated Split Learning architecture that combines the efficiency and privacy benefits of ...
Balancing privacy and performance in federated learning
... performance using LDP and security aggregation. [89], 2022, LDP, A ... A performance and privacy analysis of hybrid split and federated learning architectures.
arXiv:2308.11027v1 [cs.LG] 21 Aug 2023
Moreover, the differences in performance between federated learning and split ... a performance and privacy analysis of hybrid split and federated ...
Publications | HEECMA: A Hybrid Elastic Edge-Cloud Application ...
Valeria Turina, Zongshun Zhang, Flavio Esposito and Ibrahim Matta. Federated or Split? A Performance and Privacy Analysis of Hybrid Split and Federated Learning ...
A split-federated learning and edge-cloud based efficient and ...
"RQ4: How does our proposed privacy protection mechanism influence the performance and efficiency ... privacy protection, big data analysis and ...
(PDF) Privacy and Efficiency of Communications in Federated Split ...
... hybrid Federated Split Learning architecture that combines the efficiency and privacy ... performance and privacy analysis of hybrid split and federated. learning ...
Combining split and federated architectures for efficiency and ...
In this work, we compare the efficiency and privacy performance of two distributed learning architectures that combine the principles of split and federated ...
Balancing privacy and performance in federated learning - DiVA portal
Centralized Machine Learning (ML) algorithms have transformed data management and analysis practices in diverse industries. These algorithms ...
Hybrid differential privacy based federated learning for Internet of ...
We divide users into two categories according to their different privacy ... Federated learning with differential privacy: Algorithms and performance analysis ...
Combined Federated and Split Learning in Edge Computing ... - NCBI
Federated or Split? A Performance and Privacy Analysis of Hybrid Split and Federated Learning Architectures; Proceedings of the 14th IEEE International ...
Privacy and Efficiency of Communications in Federated Split Learning
Matta, “Federated or. Split? A Performance and Privacy Analysis of Hybrid Split and. Federated Learning Architectures,” in IEEE CLOUD, 2021. [26] K. Singhal ...