B-cos GNNs replace non-linear message and update functions with B-cos transforms in GNNs to enable exact per-node per-feature explanations from a single forward-backward pass while retaining competitive accuracy.
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B-cos GNNs: Faithful Explanations through Dynamic Linearity
B-cos GNNs replace non-linear message and update functions with B-cos transforms in GNNs to enable exact per-node per-feature explanations from a single forward-backward pass while retaining competitive accuracy.