S3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization
- Kun Zhou, Hui Wang, Wayne Xin Zhao, et al. S3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization[C]. In CIKM 2020.
UPRec: User-Aware Pre-training for Recommender Systems
- Chaojun Xiao, Ruobing Xie, Yuan Yao, et al. UPRec: User-Aware Pre-training for Recommender Systems[J]. In TKDE 2021.
Augmenting Sequential Recommendation with Pseudo-Prior Items via Reversely Pre-training Transformer
- Zhiwei Liu, Ziwei Fan, Yu Wang, et al. Augmenting Sequential Recommendation with Pseudo-Prior Items via Reversely Pre-training Transformer[C]. In SIGIR 2021.
One4all User Representation for Recommender Systems in E-commerce
- Kyuyong Shin, Hanock Kwak, Kyung-Min Kim, et al. One4all User Representation for Recommender Systems in E-commerce[J]. In ArXiv 2021.
Self-supervised Learning for Large-scale Item Recommendations
- Tiansheng Yao, Xinyang Yi, Derek Zhiyuan Cheng, et al. Self-supervised Learning for Large-scale Item Recommendations[C]. In CIKM 2021.
Self-supervised Graph Learning for Recommendation
- Jiancan Wu, Xiang Wang, Fuli Feng, et al. Self-supervised Graph Learning for Recommendation[C]. In SIGIR 2021.
Self-Supervised Hypergraph Convolutional Networks for Session-based Recommendation
- Xin Xia, Hongzhi Yin, Junliang Yu, et al. Self-Supervised Hypergraph Convolutional Networks for Session-based Recommendation[C]. In AAAI 2021.
Curriculum Pre-Training Heterogeneous Subgraph Transformer for Top-N Recommendation
- Hui Wang, Kun Zhou, Wayne Xin Zhao, et al. Curriculum Pre-Training Heterogeneous Subgraph Transformer for Top-N Recommendation[J]. In ArXiv 2021.
U-BERT: Pre-training User Representations for Improved Recommendation
- Zhaopeng Qiu, Xian Wu, Jingyue Gao, et al. U-BERT: Pre-training User Representations for Improved Recommendation[C]. In AAAI 2021.
Pre-Training Graph Neural Networks for Cold-Start Users and Items Representation
- Bowen Hao, Jing Zhang, Hongzhi Yin, et al. Pre-Training Graph Neural Networks for Cold-Start Users and Items Representation[C]. In WSDM 2021.
Pre-training Graph Transformer with Multimodal Side Information for Recommendation
- Yong Liu, Susen Yang, Chenyi Lei, et al. Pre-training Graph Transformer with Multimodal Side Information for Recommendation[J]. In ACM Multimedia 2021.
Contrastive Pre-training for Sequential Recommendation
- Xu Xie, Fei Sun, Zhaoyang Liu, et al. Contrastive Pre-training for Sequential Recommendation[C]. In WWW 2021.