In Gin-Rummy, when the deck reach the last 2 cards and no player have knocked, the rounds end in a draw.
Who starts the next round?
Same player deals again. From thesprucecrafts
If only two cards remain in the draw pile after a player discards and neither player has knocked, the round ends in a draw and the same player deals again.