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Efficient On-Device Session-Based Recommendation.
- Source :
-
ACM Transactions on Information Systems . Oct2023, Vol. 41 Issue 4, p1-24. 24p. - Publication Year :
- 2023
-
Abstract
- The article primarily focuses on enhancing the efficiency of on-device session-based recommendation systems by reducing model size and improving real-time response. Topics covered in the article include the introduction of compact item representations through compositional encoding, bidirectional self-supervised knowledge distillation, and the achievement of an 8-inference speedup while maintaining superior recommendation performance when compared to existing methods.
Details
- Language :
- English
- ISSN :
- 10468188
- Volume :
- 41
- Issue :
- 4
- Database :
- Academic Search Index
- Journal :
- ACM Transactions on Information Systems
- Publication Type :
- Academic Journal
- Accession number :
- 172034534
- Full Text :
- https://doi.org/10.1145/3580364