It can be both, because it depends on what you are comparing 'stupidity' to.
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Synonym- foretell. Antonym- recall.
Synonym: Smartness Antonym: Ignorance
Synonym: Scarcity Antonym: Commonness
Synonym - actually Antonym - doubtful
Synonym: divisor Antonym: non-factor