Rice pudding is simply raw rice cooked in sweetened milk. As the rice cooks, it lets off starch that thickens the milk and suspends the tender grains of rice, contributing to its creaminess.
Traditionally, it is started with uncooked rice. Whereas, to cut short the cooking-time, it can also be started with the leftover cooked rice.