Temporal graph models fail to capture global temporal dynamics

Michał Daniluk, Jacek Dąbrowski

A recently released Temporal Graph Benchmark is analyzed in the context of Dynamic Link Property Prediction. We outline our observations and propose a trivial optimization-free bas…