WWW / The Web Conference

Mixture of Sequence: Theme-Aware Mixture-of-Experts for Long-Sequence Recommendation

序列混合：面向主题的专家混合用于长序列推荐

Xiao Lin, Zhicheng Tang, Weilin Cong, Mengyue Hang, Kai Wang, Yajuan Wang, Zhichen Zeng, Ting-Wei Li, Hyunsik Yoo, Zhining Liu, Xuying Ning, Ruizhong Qiu, Wen-yen Chen, Shuo Chang, Rong Jin, Huayu Li, Hanghang Tong

机构 * Meta 纠错

AI总结 本文提出Mixture of Sequence框架，通过主题感知路由和多尺度融合机制，有效过滤用户兴趣切换带来的噪声信息，提升长序列推荐的准确性和效率。

Comments 14 pages, 9 figures, The Web Conference 2026