Player 1 is not constrained to choose numbers randomly from a distribution. Player 1's choices are considered to be arbitrary. Player 2's probability of winning

Player 1 is not constrained to choose numbers randomly from a distribution. Player 1's choices are considered to be arbitrary. Player 2's probability of winning can then be calculated from Player 1's choices and Player 2's privately chosen density function.