UniRec: Cross-stage Multi-Task Fusion with Preference Alignment for Cascaded Recommender Systems

Lingyuan Kong, Jiaqi Cui, Fanjiao Zeng +6

Industrial recommender systems cascade stages with different objectives, feature spaces, and latency constraints. Optimizing pre-ranking and ranking separately induces cross-stage…