Knowledge-Geometry Decoupling: Refreshable Pretrained Transfer for Streaming Recommendation
Knowledge-Geometry Decoupling (KGD) is proposed and Behavioral Multi-Token Prediction (BMTP) is introduced to retain only collaboratively or semantically related future items as supervision, yielding cleaner and more transferable behavioral knowledge.