Decomposing Staleness in Recommender Systems: A Dual-Filter Framework for Supersession and Decay

Di Bai, Feng Han, Zhenwei Tang +3

Stale recommendations are a pervasive challenge and a leading source of user complaints on large-scale content platforms. Items lose relevance through two primary mechanisms: super…