APGL4SR: A Generic Framework with Adaptive and Personalized Global Collaborative Information in Sequential Recommendation

Author:

Yin Mingjia1ORCID,Wang Hao1ORCID,Xu Xiang1ORCID,Wu Likang1ORCID,Zhao Sirui1ORCID,Guo Wei2ORCID,Liu Yong2ORCID,Tang Ruiming3ORCID,Lian Defu1ORCID,Chen Enhong1ORCID

Affiliation:

1. University of Science and Technology of China & State Key Laboratory of Cognitive Intelligence, Hefei, China

2. Huawei Singapore Research Center, Singapore, Singapore

3. Huawei Noah's Ark Lab, Shenzhen, China

Funder

National Natural Science Foundation of China

Young Scientists Fund of the Natural Science Foundation of Sichuan Province

Publisher

ACM

Reference70 articles.

1. 2020. MindSpore. https://www.mindspore.cn 2020. MindSpore. https://www.mindspore.cn

2. Xuheng Cai , Chao Huang , Lianghao Xia , and Xubin Ren . 2023. LightGCL: Simple Yet Effective Graph Contrastive Learning for Recommendation. arXiv preprint arXiv:2302.08191 ( 2023 ). Xuheng Cai, Chao Huang, Lianghao Xia, and Xubin Ren. 2023. LightGCL: Simple Yet Effective Graph Contrastive Learning for Recommendation. arXiv preprint arXiv:2302.08191 (2023).

3. Ting Chen , Simon Kornblith , Mohammad Norouzi , and Geoffrey Hinton . 2020 . A simple framework for contrastive learning of visual representations . In International conference on machine learning. PMLR, 1597--1607 . Ting Chen, Simon Kornblith, Mohammad Norouzi, and Geoffrey Hinton. 2020. A simple framework for contrastive learning of visual representations. In International conference on machine learning. PMLR, 1597--1607.

4. Handling Information Loss of Graph Neural Networks for Session-based Recommendation

5. Exploring Simple Siamese Representation Learning

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