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.
Hyperevent: A strong baseline for dynamic link prediction via relative structural encoding.arXiv preprint arXiv:2507.11836,
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Temporal Motif Signatures for Temporal Graph Neural Networks
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.