WordNet records no synonym and no antonym for doughboy. It is the only member of each of its synsets, which is common for technical, taxonomic and single-sense vocabulary — there is no other English word that means the same thing. The broader and narrower terms below are the useful relations in that case.
Counts are distinct word forms across every sense. A synonym that appears under three senses is counted once here and shown three times below, under each sense it belongs to.
an American infantryman in World War I
a rounded lump of dough that is deep-fried and served as hot bread
“the doughboy was a predecessor of the doughnut”
Synonyms, antonyms and the broader and narrower relations for doughboy come from Princeton University’s WordNet. Full sources and licences.