Efficiently and quickly chewing through one trillion edges of a complex graph is no longer in itself a standalone achievement, but doing so on a single node, albeit with some acceleration and ...
When users open Google Maps or another digital map provider, they see bus stops, bike lanes, motorways. Raphael Steiner sees nodes, edges, graphs. “Graphs” here doesn’t mean the kind that depicts ...
Adapting to the Stream: An Instance-Attention GNN Method for Irregular Multivariate Time Series Data
DynIMTS replaces static graphs with instance-attention that updates edge weights on the fly, delivering SOTA imputation and P12 classification ...
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