Boning ZHANG

b.zhang.6@research.gla.ac.uk

Research title: Federated Learning for Heterogeneous Models with Knowledge Transfer: Algorithm Design and Performance Analysis

Research Summary

  • Federated Learning

  • Bayesian Learning

  • Differential Privacy

Publications

List by: Type | Date

Jump to: 2024 | 2023
Number of items: 2.

2024

Zhang, B., Liu, D. , Simeone, O. and Zhu, G. (2024) Bayesian Over-the-Air FedAvg via Channel Driven Stochastic Gradient Langevin Dynamics. In: IEEE Global Communications Conference (GLOBECOM 2023), Kuala Lumpur, Malaysia, 4–8 Dec 2023, pp. 5286-5291. ISBN 9798350310900 (doi: 10.1109/GLOBECOM54140.2023.10437650)

2023

Zhang, X., Zhang, B., Yu, W. and Kang, X. (2023) Federated deep learning with prototype matching for object extraction from very-high-resolution remote sensing images. IEEE Transactions on Geoscience and Remote Sensing, 61, 5603316. (doi: 10.1109/TGRS.2023.3244136)

This list was generated on Thu Jul 25 21:21:44 2024 BST.
Number of items: 2.

Articles

Zhang, X., Zhang, B., Yu, W. and Kang, X. (2023) Federated deep learning with prototype matching for object extraction from very-high-resolution remote sensing images. IEEE Transactions on Geoscience and Remote Sensing, 61, 5603316. (doi: 10.1109/TGRS.2023.3244136)

Conference Proceedings

Zhang, B., Liu, D. , Simeone, O. and Zhu, G. (2024) Bayesian Over-the-Air FedAvg via Channel Driven Stochastic Gradient Langevin Dynamics. In: IEEE Global Communications Conference (GLOBECOM 2023), Kuala Lumpur, Malaysia, 4–8 Dec 2023, pp. 5286-5291. ISBN 9798350310900 (doi: 10.1109/GLOBECOM54140.2023.10437650)

This list was generated on Thu Jul 25 21:21:44 2024 BST.