Queen on the Quarter-Board

Two piles hold 3 and 5 tokens. On a turn a player either removes any positive number from one pile, or removes the SAME positive number from both piles. The player taking the last token (emptying both piles) wins. With the position at (3, 5), does the player to move win or lose under optimal play?