Transformer-based Sequential Recommendation

Transformer-Based Sequential Recommendation is a sequential recommendation framework that employs the transformer architecture to model user behavior sequences by leveraging self-attention mechanisms for capturing long-range dependencies and complex sequential patterns in user-item interactions.

Publications

3.7K

Citations

245

Authors

Institutions

Publications per year

2017–2026

Parents

Sequential Recommendation

Publications

Contrastive Learning for Representation Degeneration Problem in Sequential Recommendation

Ruihong Qiu, Zi Huang, Hongzhi Yin et al. · Proceedings of the Fifteenth ACM International Conference on Web Search and Data Mining · 2022 · 407 citations · Full text

Computing, Computer Science, Machine Learning +12

Behavior sequence transformer for e-commerce recommendation in Alibaba

Qiwei Chen, Huan Zhao, Wei Li et al. · 2019 · 388 citations

Computing, Computer Science, Data Science +16

BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer

Fei Sun, Jun Liu, Jian Wu et al. · arXiv (Cornell University) · 2019 · 276 citations · Full text

Computing, Computer Science, Knowledge Representation +14

SSE-PT: Sequential Recommendation Via Personalized Transformer

Liwei Wu, Shuqing Li, Cho‐Jui Hsieh et al. · 2020 · 248 citations · Full text

Computing, Computer Science, Machine Learning +14

Sequential Recommendation via Stochastic Self-Attention

Ziwei Fan, Zhiwei Liu, Yu Wang et al. · Proceedings of the ACM Web Conference 2022 · 2022 · 184 citations

Computing, Computer Science, Forecasting +10

1–5 of 48

Authors

245

XZ
Xiangyu Zhao
City University of Hong Kong, Hong Kong SAR China
4 publications · 178 citations
4
h-index
ZL
Zhiwei Liu
University of Illinois Chicago, United States
4 publications · 331 citations
4
h-index
PS
Philip S. Yu
University of Illinois Chicago, United States
4 publications · 331 citations
4
h-index
WO
Wenwu Ou
Alibaba Group (China), China
3 publications · 699 citations
3
h-index
ZF
Ziwei Fan
University of Illinois Chicago, United States
3 publications · 248 citations
3
h-index

1–5 of 245

Institutions

1–8 of 86

Venues

arXiv (Cornell University)
Repository · 4 publications · 409 citations
4
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 3 publications · 173 citations
3
h-index
Proceedings of the Fifteenth ACM International Conference on Web Search and Data Mining
Conference · 2 publications · 435 citations
2
h-index
Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval
Conference · 2 publications · 136 citations
2
h-index
ACM Transactions on Information Systems
3 publications · 69 citations
2
h-index

1–5