Reliable Data Augmented Contrastive Learning for Sequential Recommendation

被引:0
|
作者
Zhao, Mankun [1 ,2 ,3 ]
Sun, Aitong [1 ,2 ,3 ]
Yu, Jian [1 ,2 ,3 ]
Li, Xuewei [1 ,2 ,3 ]
He, Dongxiao [1 ,2 ,3 ]
Yu, Ruiguo [1 ,2 ,3 ]
Yu, Mei [1 ,2 ,3 ]
机构
[1] Tianjin University, College of Intelligence and Computing, Tianjin,300350, China
[2] Tianjin Key Laboratory of Advanced Networking (TANKLab), Tianjin,300350, China
[3] Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin,300350, China
来源
IEEE Transactions on Big Data | 2024年 / 10卷 / 06期
关键词
D O I
10.1109/TBDATA.2024.3453752
中图分类号
学科分类号
摘要
40
引用
收藏
页码:694 / 705
相关论文
共 50 条
  • [11] Meta-optimized Contrastive Learning for Sequential Recommendation
    Qin, Xiuyuan
    Yuan, Huanhuan
    Zhao, Pengpeng
    Fang, Junhua
    Zhuang, Fuzhen
    Liu, Guanfeng
    Liu, Yanchi
    Sheng, Victor
    PROCEEDINGS OF THE 46TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL, SIGIR 2023, 2023, : 89 - 98
  • [12] Intent Contrastive Learning with Cross Subsequences for Sequential Recommendation
    Qin, Xiuyuan
    Yuan, Huanhuan
    Zhao, Pengpeng
    Liu, Guanfeng
    Zhuang, Fuzhen
    Sheng, Victor S.
    PROCEEDINGS OF THE 17TH ACM INTERNATIONAL CONFERENCE ON WEB SEARCH AND DATA MINING, WSDM 2024, 2024, : 548 - 556
  • [13] HICL: Hierarchical Intent Contrastive Learning for sequential recommendation
    Kang Y.
    Yuan Y.
    Pu B.
    Yang Y.
    Zhao L.
    Guo J.
    Expert Systems with Applications, 2024, 251
  • [14] Learnable Model Augmentation Contrastive Learning for Sequential Recommendation
    Hao, Yongjing
    Zhao, Pengpeng
    Xian, Xuefeng
    Liu, Guanfeng
    Zhao, Lei
    Liu, Yanchi
    Sheng, Victor S.
    Zhou, Xiaofang
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 36 (08) : 3963 - 3976
  • [15] Counterfactual Data-Augmented Sequential Recommendation
    Wang, Zhenlei
    Zhang, Jingsen
    Xu, Hongteng
    Chen, Xu
    Zhang, Yongfeng
    Zhao, Wayne Xin
    Wen, Ji-Rong
    SIGIR '21 - PROCEEDINGS OF THE 44TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL, 2021, : 347 - 356
  • [16] Long-Tail Augmented Graph Contrastive Learning for Recommendation
    Zhao, Qian
    Wu, Zhengwei
    Zhang, Zhiqiang
    Zhou, Jun
    MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES: RESEARCH TRACK, ECML PKDD 2023, PT IV, 2023, 14172 : 387 - 403
  • [17] Memory Augmented Multi-Instance Contrastive Predictive Coding for Sequential Recommendation
    Qiu, Ruihong
    Huang, Zi
    Yin, Hongzhi
    2021 21ST IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM 2021), 2021, : 519 - 528
  • [18] Soft Contrastive Sequential Recommendation
    Zhang, Yabin
    Wang, Zhenlei
    Yu, Wenhui
    Hu, Lantao
    Jiang, Peng
    Gai, Kun
    Chen, Xu
    ACM Transactions on Information Systems, 2024, 42 (06)
  • [19] Sequential recommendation based on multipair contrastive learning with informative augmentation
    Yin, Pei
    Zhao, Jun
    Ma, Zi-jie
    Tan, Xiao
    NEURAL COMPUTING & APPLICATIONS, 2023, 36 (17): : 9707 - 9721
  • [20] Periodicity May Be Emanative: Hierarchical Contrastive Learning for Sequential Recommendation
    Tian, Changxin
    Hu, Binbin
    Zhao, Wayne Xin
    Zhang, Zhiqiang
    Zhou, Jun
    PROCEEDINGS OF THE 32ND ACM INTERNATIONAL CONFERENCE ON INFORMATION AND KNOWLEDGE MANAGEMENT, CIKM 2023, 2023, : 2442 - 2451