A. Neuman

activity

20192023

most citedTransferability of Graph Neural Networks using Graphon and Sampling Theories

1 citations · 3 across the 8 of their papers we have counts for

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2 papers · 1 filter

cs.LG2023★ 1 cited

Transferability of Graph Neural Networks using Graphon and Sampling Theories

A. Martina Neuman, Jason J. Bramburger

Graph neural networks (GNNs) have become powerful tools for processing graph-based information in various domains. A desirable property of GNNs is transferability, where a trained…

stat.ML2023★ 1 cited

Graph Laplacians on Shared Nearest Neighbor graphs and graph Laplacians on $k$ -Nearest Neighbor graphs having the same limit

A. Martina Neuman

A Shared Nearest Neighbor (SNN) graph is a type of graph construction using shared nearest neighbor information, which is a secondary similarity measure based on the rankings induc…

Transferability of Graph Neural Networks using Graphon and Sampling Theories

Graph Laplacians on Shared Nearest Neighbor graphs and graph Laplacians on k-Nearest Neighbor graphs having the same limit

Graph Laplacians on Shared Nearest Neighbor graphs and graph Laplacians on $k$ -Nearest Neighbor graphs having the same limit