【2021/超图卷积】Self-Supervised Multi-Channel Hypergraph Convolutional Network for Social Recommendation 码农的科研笔记 个人公众号“码农的科研笔记”4 人赞同了该文章 目录 收起 1 动机 2 方法 2.1【如何构建超图】 2.2【自监督增强模型】 2.3【损失函数】 3 总结 文章全文首发:码农的科研笔记(公众...
(预测领域内标签(分子化合物类别等)/预测graph结构)来提供graph embedding的表征能力。 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...
Our framework introduces multi-hop attention in hypergraph convolution, a significant leap from existing attention mechanisms specifically for hypergraphs that primarily focus on immediate neighborhoods. This multi-hop approach allows for an expansive capture of relational structures, both near and far, ...
(WWW'2021) Self-Supervised Multi-Channel Hypergraph Convolutional Network for Social Recommendation [paper] (CIKM'2022) Disentangled Contrastive Learning for Social Recommendation [paper] (SIGIR'2022) Socially-aware Dual Contrastive Learning for Cold-Start Recommendation [paper] (TCSS'2022) Predictive and...
Self-Supervised Multi-Channel Hypergraph Convolutional Network for Social Recommendation (Graph + SSL) WWW 2021, [PDF], [Code] SAIL: Self-Augmented Graph Contrastive Learning (Graph + CL) AAAI 2022, [PDF] Predictive and Contrastive: Dual-Auxiliary Learning for Recommendation (Graph + CL) arXiv ...
These often result in underutilization of hypergraph structure. In this paper, we exploit the potential of higher order neighborhoods in hypergraphs for representation and propose a Multi-Order Hypergraph Convolutional Network Integrated with Self-supervised Learning. We first encode the multi-channel ...
[5] Xia, Xin, et al. "Self-Supervised Hypergraph Convolutional Networks for Session-based Recommendation." arXiv preprint arXiv:2012.06852 (2020). [6] Yu, Junliang, et al. "Self-Supervised Multi-Channel Hypergraph Convolutional Network for Social Recommendation." arXiv preprint arXiv:2101.06448 ...
[Arxiv 2021] Self-Supervised Multi-Channel Hypergraph Convolutional Network for Social Recommendation [paper] [code] [arXiv 2021] GCCAD: Graph Contrastive Coding for Anomaly Detection [paper] [arXiv 2021] Contrastive Self-supervised Sequential Recommendation with Robust Augmentation [paper] [arXiv 202...
MHCNYu et al.Self-Supervised Multi-Channel Hypergraph Convolutional Network for Social Recommendation, WWW'21.Graph + CLTensorFlow SGLWu et al.Self-supervised Graph Learning for Recommendation, SIGIR'21.Graph + CLTensorFlow & Torch SEPTYu et al.Socially-Aware Self-supervised Tri-Training for Recomme...
Self-Supervised Multi-Channel Hypergraph Convolutional Network for Social Recommendation (Graph + SSL) WWW 2021, [PDF], [Code] SAIL: Self-Augmented Graph Contrastive Learning (Graph + CL) AAAI 2022, [PDF] Predictive and Contrastive: Dual-Auxiliary Learning for Recommendation (Graph + CL) arXiv ...