Watch time prediction (WTP) is a crucial task for short video recommendation systems.A novel approach called Generative Regression (GR) framework is proposed for WTP.GR reformulates WTP as a sequence generation task using structural discretization.GR outperforms existing techniques significantly according to evaluation and A/B testing.