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Motifexplainer: a motif-based graph neural network explainer

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cs.LG 1

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2026 1

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Temporal Motif Signatures for Temporal Graph Neural Networks

cs.LG · 2026-05-31 · unverdicted · novelty 6.0

A 13-coordinate leakage-safe motif feature map derived from three empirical axes of temporal motif activity improves TGNN performance on link prediction and edge classification across multiple real and synthetic datasets.

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  • Temporal Motif Signatures for Temporal Graph Neural Networks cs.LG · 2026-05-31 · unverdicted · none · ref 9

    A 13-coordinate leakage-safe motif feature map derived from three empirical axes of temporal motif activity improves TGNN performance on link prediction and edge classification across multiple real and synthetic datasets.