[IYAS9YAS]

What’s the name of truism that says the simple theory is likely the correct theory?

Occam's Razor. Boiled down to: "Among competing hypotheses, the one with the fewest assumptions should be selected."

[firebrand]

Or the one that is least likely to be proved wrong.