A Train To Autumn (Korean: 가을로가는기차; abbreviated as ATTA; Korean: 가기차) was a four-member South Korean ballad group formed by Cube Entertainment in 2018. The group debuted on November 5, 2018 with single "That Season You Were In". On November 9, the group performed their song on KBS2's Music Bank.