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Graph Contrastive Learning

A self-supervised approach to learning graph representations by training a model to recognise that augmented views of the same graph are similar, without requiring labelled data.

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Analogy

Learning to recognise a friends face from different photographs taken in different lighting, from different angles, with different expressions. The photographs are augmented views of the same underlying face. Contrastive learning for graphs applies the same intuition: augmented views of the same graph should look similar to a good encoder.

Models