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Tuple[NodeMemory, List[TemporalNeighbor]] -> DynamicEmbedding
Compute a dynamic node embedding by executing multi-head attention over a node's current memory and the representations of its temporally sampled neighbors.
Problem it solves
Node memories can become stale if nodes do not interact frequently; neighborhood attention updates embeddings with active neighbor context at query time.
Consumes
Emits
The real projects this mechanism was found in. Attribution is the point — this is how the best teams actually do it.