A missing edge raises an epistemic distinction between absence and invisibility. The graph records what has been observed, not necessarily the full relation structure. Shared neighbours make absence suspicious because local context preserves traces of a connection, but inference can also manufacture associations from incomplete evidence. Link prediction therefore illustrates abductive reasoning: the best structural explanation is selected provisionally, without converting probability into fact.