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

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Jump to: 2023
Number of items: 2.

2023

Zhang, B., Liu, D. , Simeone, O. and Zhu, G. (2023) 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, (Accepted for Publication)

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 Sun Apr 14 07:17:15 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. (2023) 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, (Accepted for Publication)

This list was generated on Sun Apr 14 07:17:15 2024 BST.