Jiangnan Xia

Decomposing Predictive Roles of Semantic and Collaborative Information for Sequential Recommendation

Sequential recommendation benefits from incorporating item textual semantics in addition to interaction-based collaborative signals. However, many existing methods simply concatenate or jointly encode semantic and collaborative features, without explicitly modeling how each source contributes to next-item prediction. A...