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National Institute of Informatics

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Preprint Aug 2026

Why Does Graph Learning Fail to Fully Benefit from a Text Teacher?

A multimodal model that combines two complementary ideas: a self-supervised method that enables a GNN encoder pretrained on one dataset to operate directly on another dataset with a different node-feature dimensionality, without rebuilding the model or realigning the data is investigated.

Fumiaki Kimino, Ryoma Sato Sokendai, National Institute of Informatics · 0 citations