Ontology- and LLM-based Data Harmonization for Federated Learning in Healthcare

Ontology- and LLM-based Data Harmonization for Federated Learning in Healthcare

26 May 2025

Natallia Kokash

Thomas H. Gillespie

Bernard de Bono

Papers citing "Ontology- and LLM-based Data Harmonization for Federated Learning in Healthcare"

13 / 13 papers shown

Title
Speaking the Same Language: Leveraging LLMs in Standardizing Clinical Data for AI Arindam Sett Somaye Hashemifar Mrunal Yadav Yogesh Pandit Mohsen Hejrati LM&MA 30 1 0 16 Aug 2024
EHRmonize: A Framework for Medical Concept Abstraction from Electronic Health Records using Large Language Models João Matos Jack Gallifant Jian Pei A. I. Wong 72 5 0 28 Jun 2024
Agent Design Pattern Catalogue: A Collection of Architectural Patterns for Foundation Model based Agents Yue Liu Sin Kit Lo Qinghua Lu Liming Zhu Dehai Zhao Xiwei Xu Stefan Harrer Jon Whittle LLMAG AI4CE 77 15 0 16 May 2024
Designing Interpretable ML System to Enhance Trust in Healthcare: A Systematic Review to Proposed Responsible Clinician-AI-Collaboration Framework Elham Nasarian R. Alizadehsani U. Acharya Kwok-Leung Tsui 52 51 0 18 Nov 2023
A Comprehensive Evaluation of Large Language Models on Benchmark Biomedical Text Processing Tasks Fangshuo Liao Md Tahmid Rahman Laskar Cruz Barnum Jimmy Xiangji Huang AI4MH LM&MA 53 80 0 06 Oct 2023
Enhancing Health Data Interoperability with Large Language Models: A FHIR Study Yikuan Li Hanyin Wang H. Yerebakan Y. Shinagawa Yuan Luo LM&MA AI4CE 23 1 0 19 Sep 2023
Differentially Private Decoding in Large Language Models Jimit Majmudar Christophe Dupuy Charith Peris S. Smaili Rahul Gupta R. Zemel 27 31 0 26 May 2022
Data Harmonisation for Information Fusion in Digital Healthcare: A State-of-the-Art Systematic Review, Meta-Analysis and Future Research Directions Yang Nan Javier Del Ser Simon Walsh Carola Schönlieb M. Roberts ... Philippe Lambin Leonor Cerdá Alberich L. Martí-Bonmatí Francisco Herrera Guang Yang 83 108 0 17 Jan 2022
Architectural Patterns for the Design of Federated Learning Systems Sin Kit Lo Qinghua Lu Liming Zhu Hye-Young Paik Xiwei Xu Chen Wang FedML AI4CE 73 65 0 07 Jan 2021
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 259 1,774 0 18 Mar 2020
Advances and Open Problems in Federated Learning Peter Kairouz H. B. McMahan Brendan Avent A. Bellet M. Bennis ... Zheng Xu Qiang Yang Felix X. Yu Han Yu Sen Zhao FedML AI4CE 245 6,252 0 10 Dec 2019
Federated Learning: Challenges, Methods, and Future Directions Tian Li Anit Kumar Sahu Ameet Talwalkar Virginia Smith FedML 121 4,517 0 21 Aug 2019
Efficient Estimation of Word Representations in Vector Space Tomas Mikolov Kai Chen G. Corrado J. Dean 3DV 674 31,489 0 16 Jan 2013