There are no categorical antonyms for encyclopedia.
The noun encyclopedia is defined as:
A comprehensivereference work (often spanning several printed volumes) with articles (usually arranged in alphabetical order, or sometimes arranged by category) on a range of subjects, sometimes general, sometimes limited to a particular field.