Temporal Motif Signatures for Temporal Graph Neural Networks

Dylan Sandfelder, Mihai Cucuringu, Xiaowen Dong

Real temporal interaction streams carry predictive structure in short-horizon motif patterns -- repetition, reciprocity, star diversity, triadic flow -- that vanilla temporal graph…