Why are sum, mean, and max pooling suitable readout operations for graph-level molecular prediction?

Question

Answer

Their output does not depend on the arbitrary ordering of nodes in the molecular graph.

Answer

They make the readout independent of node order by sorting node representations before pooling.

Answer

They preserve a separate output position for every atom, allowing graph predictions to change when atoms are reordered.

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