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Itsuki Nakayama

1 accepted papers

2025

NAAM: Node-Aware Attention Mechanism for Distilling GNNs-to-MLP (Student Abstract)

AAAI 2025technical

Recently, researchers have focused on methods that not only distill knowledge from a Graph Neural Network (GNN) into a Multi-Layer Perceptron (MLP) but also leverage multiple teacher GNNs. However, existing methods assign a single attention weight to each teacher GNN. We propose a NodeAware Attentio…