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cs.LG2024
Statistical Guarantees for Link Prediction using Graph Neural Networks
Alan Chung, Amin Saberi, Morgane Austern
This paper derives statistical guarantees for the performance of Graph Neural Networks (GNNs) in link prediction tasks on graphs generated by a graphon. We propose a linear GNN arc…
cs.LG2024
Perfect Recovery for Random Geometric Graph Matching with Shallow Graph Neural Networks
Suqi Liu, Morgane Austern
We study the graph matching problem in the presence of vertex feature information using shallow graph neural networks. Specifically, given two graphs that are independent perturbat…