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