Link prediction GNNs learn trivial mini-batch dependent heuristics via batch normalization instead of consistent graph representations aligned with node classification features.
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Mini-Batch Class Composition Bias in Link Prediction
Link prediction GNNs learn trivial mini-batch dependent heuristics via batch normalization instead of consistent graph representations aligned with node classification features.