How Do Graph Neural Networks Work

Accumulated local effects and graph neural networks for link prediction

We investigate how Accumulated Local Effects (ALE), a model-agnostic explanation method, can be adapted to visualize the influence of node feature values in link prediction tasks using Graph Neural ...

Nature

Causality-aware graph neural networks for functional stratification and phenotype prediction at scale

The sparsity of causal interpretation in medical sciences 1,2,3 and the need to utilize it using high-throughput genomic and transcriptomic data, combined with the wider availability of computational ...

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Accumulated local effects and graph neural networks for link prediction

Causality-aware graph neural networks for functional stratification and phenotype prediction at scale

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