Search Results for author: Chung-ju Huang

Found 2 papers, 1 papers with code

A Survey on Contribution Evaluation in Vertical Federated Learning

1 code implementation3 May 2024 Yue Cui, Chung-ju Huang, Yuzhu Zhang, Leye Wang, Lixin Fan, Xiaofang Zhou, Qiang Yang

Vertical Federated Learning (VFL) has emerged as a critical approach in machine learning to address privacy concerns associated with centralized data storage and processing.

Vertical Federated Learning

Vertical Federated Knowledge Transfer via Representation Distillation for Healthcare Collaboration Networks

no code implementations11 Feb 2023 Chung-ju Huang, Leye Wang, Xiao Han

In order to improve the information-sharing capability and innovation of various healthcare-related institutions, and then to establish a next-generation open medical collaboration network, we propose a unified framework for vertical federated knowledge transfer mechanism (VFedTrans) based on a novel cross-hospital representation distillation component.

Federated Learning Privacy Preserving +2

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