Remote App Only Plays One Song At A Time

When using the Remote App on my iPhone or iPad to play music from my iTunes collection over Apple TV, only one song at a time will play. I can select the album I want to hear through the menu, select a track to play, but one that song ends the music stops... it won't continue to the next song on the album. Any advice?