There may be an actual grammatical explanation for it, but my first reaction is that it is simply a fixed formation . The + adj. could be used with many descriptive words, but I think this is the most common use.
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park sang joonThank you, Philip, for your valuable reply.I'd like to know whether "without anyone the wiser" is a set phrase.With none the wiser is sounding more natural to me this morning.