Towards More Efficient Data Valuation in Healthcare Federated Learning using Ensembling

12 September 2022

Papers citing "Towards More Efficient Data Valuation in Healthcare Federated Learning using Ensembling"

6 / 6 papers shown

Title
CYCle: Choosing Your Collaborators Wisely to Enhance Collaborative Fairness in Decentralized Learning Nurbek Tastan Samuel Horváth Karthik Nandakumar FedML 69 0 0 21 Jan 2025
Recent Methodological Advances in Federated Learning for Healthcare Fan Zhang Daniel Kreuter Yichen Chen Sören Dittmer Samuel Tull ... James H. F. Rudd J. A. Aston Carola-Bibiane Schönlieb Nicholas S. Gleadall Michael Roberts FedML OOD 26 5 0 04 Oct 2023
Scalable Data Point Valuation in Decentralized Learning Konstantin D. Pandl Chun-Yin Huang Ivan Beschastnikh Xiaoxiao Li Scott Thiebes A. Sunyaev FedML TDI 21 0 0 01 May 2023
Fair Federated Medical Image Segmentation via Client Contribution Estimation Meirui Jiang H. Roth Wenqi Li Dong Yang Can Zhao V. Nath Daguang Xu Qianming Dou Ziyue Xu FedML 23 47 0 29 Mar 2023
Reward Systems for Trustworthy Medical Federated Learning Konstantin D. Pandl Florian Leiser Scott Thiebes A. Sunyaev OOD FedML 18 7 0 01 May 2022
The Future of Digital Health with Federated Learning Nicola Rieke Jonny Hancox Wenqi Li Fausto Milletari H. Roth ... Ronald M. Summers Andrew Trask Daguang Xu Maximilian Baust M. Jorge Cardoso OOD 174 1,705 0 18 Mar 2020