Keep things simple.

“The explanation requiring the fewest assumptions is most likely to be correct.”

“All things being equal, the simplest solution tends to be the best one.”

“The simplest explanation is usually the right one”

“Pluralitas non est ponenda sine neccesitate. (Entities should not be multiplied…”