Price fixing increases profits as long as nobody undercuts you, that's the whole point

Is _implicit_ collision illegal? I’m thinking in the game theory sense when there are two companies who look at the decision space of increasing, leaving the same, of decreasing prices. It seems pretty easy to reason about when there are two players and simultaneously likely that leaving the prices high would increase profit.