A Universal Sets-level Optimization Framework for Next Set Recommendation

Y Liu, M Liu, C Walder, L Xie - … of the 33rd ACM International Conference …, 2024 - dl.acm.org
Next Set Recommendation (NSRec), encompassing related tasks such as next basket
recommendation and temporal sets prediction, stands as a trending research topic. Although …

Temporal dual-target cross-domain recommendation framework for next basket recommendation

JK Arthur, C Zhou, XJ Shen, RW Amber-Doh… - Discover …, 2024 - Springer
Abstract Next Basket Recommender systems in e-commerce face challenges such as data
sparsity, evolving user preferences, and cross-domain transfer limitations. We propose the …

SAFERec: Self-Attention and Frequency Enriched Model for Next Basket Recommendation

O Lashinin, D Krasilnikov, A Milogradskii… - arXiv preprint arXiv …, 2024 - arxiv.org
Transformer-based approaches such as BERT4Rec and SASRec demonstrate strong
performance in Next Item Recommendation (NIR) tasks. However, applying these …

Basket-Enhanced Heterogenous Hypergraph for Price-Sensitive Next Basket Recommendation

Y Zhou, Y Wang, Q Cui, X Guan, F Cisternas - arXiv preprint arXiv …, 2024 - arxiv.org
Next Basket Recommendation (NBR) is a new type of recommender system that predicts
combinations of items users are likely to purchase together. Existing NBR models often …