Bridging the Information Gap: Semantic Densification and Hindsight Distillation for Cold-Start Prediction

Hao Duong Le, Yifei Gao, Huan Li +4

New-user cold-start is a critical bottleneck for e-commerce platforms: predicting user lifetime value (LTV) and conversion rate (CVR) for users with sparse interaction history. Two…