Abstract music videos are non-representational videos that are created to accompany instrumental or electronic music compositions. They use non-figurative visual elements like shapes, colors, and textures that are synchronized with the music. The goal is to use visuals that enhance and complement the music without providing a literal representation of the song's meaning or lyrics.