The classic working reward scheme for two player zero sum games (i.e. if I win, you lose and vice versa) is simply:
+1 for a win
0 for a draw
-1 for a loss
These rewards should be associated with the last move made by the player before the game is resolved.
I thought about giving a negativ reward for the move played before the winning move.
That is ...