随笔分类 -  Recommender Systems

摘要:[TOC] > [Xu D., Ruan C., Kumar S., Korpeoglu E. and Achan K. Self-attention with functional time representation learning. NIPS, 2019.](http://arxiv.or 阅读全文
posted @ 2023-06-23 16:06 馒头and花卷 阅读(85) 评论(0) 推荐(0) 编辑
摘要:[TOC] > [Ye Y., Xia L. and Huang C. Graph masked autoencoder for sequential recommendation. SIGIR, 2023.](http://arxiv.org/abs/2305.04619) ## 概 图 + MA 阅读全文
posted @ 2023-06-22 14:35 馒头and花卷 阅读(165) 评论(0) 推荐(0) 编辑
摘要:[TOC] > [Li J., Wang Y., McAuley J. Time interval aware self-attention for sequential recommendation. WSDM, 2020.](https://dl.acm.org/doi/10.1145/3336 阅读全文
posted @ 2023-06-20 13:35 馒头and花卷 阅读(208) 评论(0) 推荐(0) 编辑
摘要:[TOC] > [Tian Z., Bai T., Zhao W., Wen J. and Cao Z. Eulernet: Adaptive feature interaction learning via euler’s formula for ctr prediction. SIGIR, 20 阅读全文
posted @ 2023-06-19 14:45 馒头and花卷 阅读(194) 评论(0) 推荐(0) 编辑
摘要:[TOC] > [Qiu R., Huang Z., Chen T. and Yin H. Exploiting positional information for session-based recommendation. ACM Transactions on Information Syst 阅读全文
posted @ 2023-06-07 13:30 馒头and花卷 阅读(22) 评论(0) 推荐(0) 编辑
摘要:[TOC] > [Qiu R., Huang Z., Ying H. and Wang Z. Contrastive learning for representation degeneration problem in sequential recommendation. WSDM, 2022.] 阅读全文
posted @ 2023-06-06 14:03 馒头and花卷 阅读(70) 评论(0) 推荐(0) 编辑
摘要:[TOC] > [Xia X., Yin H., Yu J., Wang Q., Cui L and Zhang X. Self-supervised hypergraph convolutional networks for session-based recommendation. AAAI, 阅读全文
posted @ 2023-06-02 13:13 馒头and花卷 阅读(62) 评论(0) 推荐(0) 编辑
摘要:[TOC] > [Xia X., Yin H., Yu J., Shao Y. and Cui L. Self-supervised graph co-training for session-based recommendation. CIKM, 2021.](http://arxiv.org/a 阅读全文
posted @ 2023-06-01 13:41 馒头and花卷 阅读(136) 评论(0) 推荐(0) 编辑
摘要:[TOC] > [Wang Z., Wei W., Cong G., Li X., Mao X. and Qiu M. Global context enhanced graph neural networks for session-based recommendation. SIGIR, 202 阅读全文
posted @ 2023-05-31 19:38 馒头and花卷 阅读(149) 评论(0) 推荐(0) 编辑
摘要:[TOC] >[ Li J., Ren P., Chen Z., Ren Z., Lian T. and Ma J. Neural attentive session-based recommendation. CIKM, 2017.](http://arxiv.org/abs/1711.04725 阅读全文
posted @ 2023-05-29 19:21 馒头and花卷 阅读(86) 评论(0) 推荐(0) 编辑
摘要:[TOC] > [Liu Q., Zeng Y., Mokhosi R. and Zhang H. STAMP: Short-term attention/memory priority model for session-based recommendation. KDD, 2018.](http 阅读全文
posted @ 2023-05-26 20:23 馒头and花卷 阅读(74) 评论(0) 推荐(0) 编辑
摘要:Chen T. and Wong R. C. Handling information loss of graph neural networks for session-based recommendation. KDD, 2020. 概 作者发现图用在 Session 推荐中存在: lossy 阅读全文
posted @ 2023-05-01 16:37 馒头and花卷 阅读(31) 评论(0) 推荐(0) 编辑
摘要:Li Z., Sun A. and Li C. DiffuRec: A diffusion model for sequential recommendation. arXiv preprint arXiv:2304.00686, 2023. 概 扩散模型用于序列推荐, 性能提升很大. DiffuR 阅读全文
posted @ 2023-04-13 14:31 馒头and花卷 阅读(754) 评论(2) 推荐(1) 编辑
摘要:Fan Z., Liu Z., Wang A., Nazari Z., Zheng L., Peng H. and Yu P. S. Sequential recommendation via stochastic self-attention. International World Wide W 阅读全文
posted @ 2023-04-07 13:44 馒头and花卷 阅读(84) 评论(0) 推荐(0) 编辑
摘要:Wang L. and Joachims T. Uncertainty quantification for fairness in two-stage recommender systems. In International World Wide Web Conference (WWW), 20 阅读全文
posted @ 2023-03-29 15:32 馒头and花卷 阅读(63) 评论(0) 推荐(0) 编辑
摘要:Zhang Y., Dong X., Ding W., Li B., Jiang P. and Gai K. Divide and Conquer: Towards better embedding-based retrieval for recommender systems from a mul 阅读全文
posted @ 2023-03-28 13:40 馒头and花卷 阅读(144) 评论(0) 推荐(0) 编辑
摘要:Wu H., Zhang Y., Ma C., Lyu F., Diaz F. and Liu X. A survey of diversification techniques in search and recommendation. arXiv preprint arXiv:2212.1446 阅读全文
posted @ 2023-03-25 17:34 馒头and花卷 阅读(104) 评论(0) 推荐(0) 编辑
摘要:Clarke C. L. A., Kolla M., Cormack G. V., Vechtomova O., Ashkan A., B\ddot{u}ttcher S. and MacKinnon I. Novelty and diversity in information retrieval 阅读全文
posted @ 2023-03-22 15:37 馒头and花卷 阅读(149) 评论(0) 推荐(0) 编辑
摘要:Zhai C., Cohen W. W. and Lafferty J. Beyond independent relevance: methods and evaluation metrics for subtopic retrieval. In International ACM SIGIR C 阅读全文
posted @ 2023-03-19 15:17 馒头and花卷 阅读(17) 评论(0) 推荐(0) 编辑
摘要:Wilhelm M., Ramanathan A., Bonomo A., Jain S., Chi E. H. and Gillenwater J. Practical diversified recommendations on youtube with determinantal point 阅读全文
posted @ 2023-03-17 17:24 馒头and花卷 阅读(126) 评论(0) 推荐(0) 编辑

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