Xiaoli Tang

Benchmarking Data Heterogeneity Evaluation Approaches for Personalized Federated Learning

2024 · arXiv (Cornell University)

There is growing research interest in measuring the statistical heterogeneity of clients' local datasets. Such measurements are used to estimate the suitability for collaborative training of personalized federated learning (PFL) models. Currently, these research endeavors …

AKUPM

2019

Recently, much attention has been paid to the usage of knowledge graph within the context of recommender systems to alleviate the data sparsity and cold-start problems. However, when incorporating entities from a knowledge graph to …