A Universal Metric of Dataset Similarity for Cross-silo Federated
Learning

A Universal Metric of Dataset Similarity for Cross-silo Federated Learning

29 April 2024

Ahmed Elhussein

Gamze Gursoy

Papers citing "A Universal Metric of Dataset Similarity for Cross-silo Federated Learning"

7 / 7 papers shown

Title
Personalized Federated Learning under Model Dissimilarity Constraints Samuel Erickson Mikael Johansson FedML 39 0 0 12 May 2025
Metrics for Inter-Dataset Similarity with Example Applications in Synthetic Data and Feature Selection Evaluation - Extended Version Muhammad Rajabinasab A. Lautrup Arthur Zimek 62 0 0 17 Jan 2025
Federated Learning on Non-IID Data Silos: An Experimental Study Yue Liu Yiqun Diao Quan Chen Bingsheng He FedML OOD 101 950 0 03 Feb 2021
TorchIO: A Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning Fernando Pérez-García Rachel Sparks Sébastien Ourselin MedIm LM&MA 144 427 0 09 Mar 2020
Geometric Dataset Distances via Optimal Transport David Alvarez-Melis Nicolò Fusi OT 77 194 0 07 Feb 2020
Singular vectors under random perturbation V. Vu 96 74 0 12 Apr 2010
Domain Adaptation: Learning Bounds and Algorithms Yishay Mansour M. Mohri Afshin Rostamizadeh 179 790 0 19 Feb 2009