Step 1 :Calculate the probability of winning the game on a $4 \times 4$ board using dynamic programming.
Step 2 :Start from the bottom right square and move towards the top left square, calculating the probability of winning from each square.
Step 3 :\(\boxed{0.3125}\) is the probability of winning the game on a $4 \times 4$ board.