Self-supervised Sequential Recommendation

Self-Supervised Sequential Recommendation is a sequential recommendation framework that leverages self-supervised learning to model user-item interaction sequences by generating supervisory signals from the raw data itself, thereby improving sequential pattern learning without relying on explicit auxiliary information or external annotations.

Publications

2.3K

Citations

105

Authors

Institutions

Publications per year

2017–2026

Parents

Sequential Recommendation

Publications

S3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization

2020 · 712 citations · Full text

Computing, Computer Science, Data Mining +13

Intent Contrastive Learning for Sequential Recommendation

Yongjun Chen, Zhiwei Liu, Jia Li et al. · Proceedings of the ACM Web Conference 2022 · 2022 · 374 citations · Full text

Computing, Computer Science, Machine Learning +12

Disentangled Self-Supervision in Sequential Recommenders

Jianxin Ma, Chang Zhou, Hongxia Yang et al. · 2020 · 227 citations

Computing, Computer Science, Data Mining +14

Self-Supervised Reinforcement Learning for Recommender Systems

Xin Xin, Alexandros Karatzoglou, Ioannis Arapakis et al. · 2020 · 213 citations · Full text

Computing, Decision Sciences, Machine Learning +16

Contrastive Self-supervised Sequential Recommendation with Robust Augmentation

Zhiwei Liu, Yongjun Chen, Jia Li et al. · arXiv (Cornell University) · 2021 · 83 citations · Full text

Computing, Computer Science, Machine Learning +12

1–5 of 24

Authors

105

ZL
Zhiwei Liu
University of Illinois Chicago, United States
5 publications · 545 citations
5
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CH
Chao Huang
University of Hong Kong, Hong Kong SAR China
4 publications · 168 citations
4
h-index
PS
Philip S. Yu
University of Illinois Chicago, United States
4 publications · 181 citations
4
h-index
AK
Alexandros Karatzoglou
Telefonica Research and Development, Spain
3 publications · 279 citations
3
h-index
YC
Yongjun Chen
Salesforce (United States), United States
3 publications · 469 citations
3
h-index

1–5 of 105

Institutions

1–8 of 31

Venues

arXiv (Cornell University)
Repository · 4 publications · 126 citations
4
h-index
Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval
Conference · 2 publications · 49 citations
2
h-index
ACM Transactions on Information Systems
2 publications · 90 citations
2
h-index
Proceedings of the 31st ACM International Conference on Information & Knowledge Management
Conference · 2 publications · 76 citations
2
h-index
Proceedings of the Fifteenth ACM International Conference on Web Search and Data Mining
Conference · 1 publications · 49 citations
1
h-index

1–5