DHCN:Self-Supervised Hypergraph Convolutional Networks for Session-based Recommendation 长腿冯宝宝 11 人赞同了该文章 摘要:在交互序列中进行特征捕捉对用户的兴趣建模无疑是重要的,但目前的研究大都停留在项目对上的关系特征捕捉,而忽略了序列中项目间的高阶信息。而超图的性质能够很好地解决这个问题。 超图定义 ...
3 总结 构造超图的视角值得学习,辅助任务感觉可以换其它的也可以进行(核心是为了更好学得表征)。和Self-Supervised Hypergraph Convolutional Networks for Session-based Recommendation这篇文章感觉可以进行结合。 编辑于 2023-02-17 07:52・湖北 推荐系统 图卷积 ...
【会话推荐论文阅读】Self-Supervised Hypergraph Convolutional Networks for Session-based Recommendation,程序员大本营,技术文章内容聚合第一站。
Xia X, Yin H, Yu J, et al (2020) Self-supervised hypergraph convolutional networks for session-based recommendation https://doi.org/10.13140/RG.2.2.13606.75846 Cai D, Qian S, Fang Q, Hu J, Ding W, Xu C (2023) Heterogeneous graph contrastive learning network for personalized micro-video ...
Xia X, Yin H, Yu J, Wang Q, Cui L, Zhang X (2021) Self-supervised hypergraph convolutional networks for session-based recommendation. In: Proceedings of the AAAI conference on artificial intelligence, vol 35, pp 4503–4511 Zhang C, Chen R, Zhao X, Han Q, Li L (2023) Denoising and...
Self-Supervised Hypergraph Convolutional Networks for Session-based Recommendation (Graph + Session + CL) AAAI 2021, [PDF], [Code] Self-Supervised Graph Co-Training for Session-based Recommendation (Graph + Session + CL) CIMK 2021, [PDF], [Code] Heterogeneous Graph Contrastive Learning for Recom...
PhyGCN: Pre-trained Hypergraph Convolutional Neural Networks with Self-supervised LearningBioinformaticsBiotechnologyBiotechnology - BioinformaticsConvolutional NetworkEmerging TechnologiesInformation TechnologyMachine LearningNetworksNeural NetworksSupervised Learning
Codes for AAAI 2021 paper 'Self-Supervised Hypergraph Convolutional Networks for Session-based Recommendation'. The latest version of our paper is available at: https://ojs.aaai.org/index.php/AAAI/article/view/16578 Environments: Python3, Pytorch 1.6.0, Numpy 1.18.1, numba ...
WWW 2021 Self-Supervised Multi-Channel Hypergraph Convolutional Network for Social Recommendation 也是junliang yu的文章,看标题也是一个超图视角去做的文章。 超图提供了一个自然的衡量高阶关系的视角。 这篇文章以前看过,但之前没有太重视哈,现在发现其实作者早就在做ssl在social recommendation上的任务了哈 ...
Moreover, to enhance hypergraph modeling, we devise another graph convolutional network which is based on the line graph of the hypergraph and then integrate self-supervised learning into the training of the networks by maximizing mutual information between the session representations learned via the ...