BMLP: behavior-aware MLP for heterogeneous sequential recommendation

Springer Science and Business Media LLC - Tập 18 - Trang 1-3 - 2024
Weixin Li1, Yuhao Wu1, Yang Liu1, Weike Pan1, Zhong Ming1,2
1College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China
2Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ), Shenzhen, China

Tài liệu tham khảo

Hidasi B, Karatzoglou A, Baltrunas L, Tikk D. Session-based recommendations with recurrent neural networks. In: Proceedings of the 4th International Conference on Learning Representations. 2016 Li Z, Zhao H, Liu Q, Huang Z, Mei T, Chen E. Learning from history and present: next-item recommendation via discriminatively exploiting user behaviors. In: Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. 2018, 1734–1743 Kang W C, McAuley J. Self-attentive sequential recommendation. In: Proceedings of 2018 IEEE International Conference on Data Mining. 2018, 197–206 Wu S, Tang Y, Zhu Y, Wang L, Xie X, Tan T. Session-based recommendation with graph neural networks. In: Proceedings of the 33rd AAAI Conference on Artificial Intelligence. 2019, 346–353 Meng W, Yang D, Xiao Y. Incorporating user micro-behaviors and item knowledge into multi-task learning for session-based recommendation. In: Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval. 2020, 1091–1100 Jinwei LUO, Mingkai HE, Weike PAN, Zhong MING. BGNN: Behavior-aware graph neural network for heterogeneous session-based recommendation. Frontiers of Computer Science, 2023, 17(5): 175336 Zhuo-Xin ZHAN, Ming-Kai HE, Wei-Ke PAN, Zhong MING. TransRec++: Translation-based sequential recommendation with heterogeneous feedback. Frontiers of Computer Science, 2022, 16(2): 162615 Sun F, Liu J, Wu J, Pei C, Lin X, Ou W, Jiang P. BERT4Rec: sequential recommendation with bidirectional encoder representations from transformer. In: Proceedings of the 28th ACM International Conference on Information and Knowledge Management. 2019, 1441–1450 Zhou M, Ding Z, Tang J, Yin D. Micro behaviors: a new perspective in E-commerce recommender systems. In: Proceedings of the 11th ACM International Conference on Web Search and Data Mining. 2019, 1441–1450 Tolstikhin I, Houlsby N, Kolesnikov A, Beyer L, Zhai X, Unterthiner T, Yung J, Steiner A, Keysers D, Uszkoreit J, Lucic M, Dosovitskiy A. MLP-Mixer: an all-MLP architecture for vision. In: Proceedings of the 35th Conference on Neural Information Processing Systems. 2021 Zhou K, Yu H, Zhao W X, Wen J R. Filter-enhanced MLP is all you need for sequential recommendation. In: Proceedings of the ACM Web Conference 2022. 2022, 2388–2399