Intent Contrastive Learning with Cross Subsequences for Sequential Recommendation

Author:

Qin Xiuyuan1ORCID,Yuan Huanhuan1ORCID,Zhao Pengpeng1ORCID,Liu Guanfeng2ORCID,Zhuang Fuzhen3ORCID,Sheng Victor S.4ORCID

Affiliation:

1. Soochow University, SuZhou, China

2. Macquarie University, Sydney, NSW, Australia

3. Institute of Artificial Intelligence & SKLSDE, School of Computer Science, Beihang University, Beijing, China

4. Texas Tech University, Lubbock, USA

Funder

NSFC

Suzhou Science and Technology Development Program

natural science research in Universities of Jiangsu Province

Publisher

ACM

Reference52 articles.

1. Toward the Next Generation of Recommender Systems;Adomavicius Gediminas;A Survey of the State-of-the-Art and Possible Extensions. TKDE,2005

2. Renqin Cai Jibang Wu Aidan San Chong Wang and Hongning Wang. 2021. Category-aware Collaborative Sequential Recommendation. In SIGIR. 388--397.

3. Ting Chen, Simon Kornblith, Mohammad Norouzi, and Geoffrey E. Hinton. 2020a. A Simple Framework for Contrastive Learning of Visual Representations. In ICML. 1597--1607.

4. Wanyu Chen Pengjie Ren Fei Cai Fei Sun and Maarten de Rijke. 2020b. Improving End-to-End Sequential Recommendations with Intent-aware Diversification. In CIKM. 175--184.

5. Yongjun Chen Zhiwei Liu Jia Li Julian J. McAuley and Caiming Xiong. 2022. Intent Contrastive Learning for Sequential Recommendation. In WWW. 2172--2182.

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