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
Semivalue-based data valuation is arbitrary and gameable Hannah Diehl Ashia C. Wilson TDI 33 0 0 14 Jun 2025
CYCle: Choosing Your Collaborators Wisely to Enhance Collaborative Fairness in Decentralized Learning Nurbek Tastan Samuel Horváth Karthik Nandakumar FedML 118 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 76 10 0 04 Oct 2023
Scalable Data Point Valuation in Decentralized Learning Konstantin D. Pandl Chun-Yin Huang Ivan Beschastnikh Xiaoxiao Li Scott Thiebes Ali Sunyaev FedML TDI 60 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 74 53 0 29 Mar 2023
Reward Systems for Trustworthy Medical Federated Learning Konstantin D. Pandl Florian Leiser Scott Thiebes Ali Sunyaev OOD FedML 75 7 0 01 May 2022