Search Results for author: Amauri H Souza

Found 2 papers, 0 papers with code

In-n-Out: Calibrating Graph Neural Networks for Link Prediction

no code implementations7 Mar 2024 Erik Nascimento, Diego Mesquita, Samuel Kaski, Amauri H Souza

While networks for tabular or image data are usually overconfident, recent works have shown that graph neural networks (GNNs) show the opposite behavior for node-level classification.

Link Prediction

Online graph nets

no code implementations29 Sep 2021 Hojin Kang, Jou-Hui Ho, Diego Mesquita, Jorge Pérez, Amauri H Souza

To avoid temporal message passing, OGN maintains a summary of the temporal neighbors of each node in a latent variable and updates it as events unroll, in an online fashion.

Link Prediction

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