Back to Search Start Over

SMLP4Rec: An Efficient All-MLP Architecture for Sequential Recommendations.

Authors :
Gao, Jingtong
Zhao, Xiangyu
Li, Muyang
Zhao, Minghao
Wu, Runze
Guo, Ruocheng
Liu, Yiding
Yin, Dawei
Source :
ACM Transactions on Information Systems; May2024, Vol. 42 Issue 3, p1-23, 23p
Publication Year :
2024

Abstract

The article focuses on proposing an efficient architecture, SMLP4Rec, for sequential recommendations, addressing issues in existing self-attention models and MLP4Rec. Topics include changing the cascading structure to parallel mode, integrating normalization layers for efficiency, and improving training speed and prediction accuracy compared to MLP4Rec.

Details

Language :
English
ISSN :
10468188
Volume :
42
Issue :
3
Database :
Complementary Index
Journal :
ACM Transactions on Information Systems
Publication Type :
Academic Journal
Accession number :
177112843
Full Text :
https://doi.org/10.1145/3637871