Hypergraph Neural Networks. 2019. AAAI 本文应该是首篇将GCN的思想拓展到超图网络的文章! 具体思想如下: 如图所示,每层的输入是节点特征矩阵,输出也是节点特征矩阵。 首先根据输入节点特征矩阵生成超边特征矩阵,然后把超边特征矩阵转化为新的节点特征矩阵。 上述过程多次反复,获得最终的节点特征矩阵,然后送入后续分类...
Hypergraph Neural NetworksHypergraph Neural Networks Hypergraph Neural NetworksHGCN与MARLEfficient Cooperation Strategy Generation in Multi-Agent Video Games via Hypergraph Neural NetworkValue Funct…
本文提出动态超图神经网络框架(DHGNN),旨在解决神经网络模型中深层生成嵌入特征在捕获高阶关系方面的局限性。该框架由动态超图构建(DHG)和超图卷积(HGC)两部分构成。HGC模块包括顶点卷积与超边缘卷积,分别负责聚合顶点与超边特征。DHGNN的关键贡献在于动态超图构建(DHG)与超图卷积(HGC)。DHG通过欧氏距离...
Hypergraph Neural Networks HGNN 邻接关系将一个顶点与其相邻的顶点连接起来建立的。所以我们也得到N条超边H∈RN×N。 评估我们提出的超图神经网络在两个任务:引文网络分类和视觉对象识别。我们还将该方法与图卷积网络...数据结构模型来学习表示就显得尤为重要和迫切。 为了解决这一难题,在本文中,我们提出了一个超图...
Hypergraph Neural Networks HGNN Hypergraph Neural Networks HGNN论文阅读【摘要】在本文中,我们提出了一个用于数据表示学习的超图神经网络(HGNN)框架①它可以在超图结构中编码高阶数据相关性。面对在实践中学习复杂数据表示的挑战,我们建议将这种数据结构纳入超图中,特别是在处理复杂数据时,超图在数据建模方面更加灵活。
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Hypergraph Neural Networks (HGCN) are a powerful tool in various applications, particularly in multi-agent systems. They enable efficient cooperation strategy generation through hypergraph structures in video games, as demonstrated in papers like "Efficient Cooperation Strategy Generation in ...
In this paper, we present a hypergraph neural networks (HGNN) framework for data representation learning, which can encode high-order data correlation in a hypergraph structure. Confronting the challenges of learning representation for complex data in real practice, we propose to incorporate such data...
系统标签: hypergraph neural ijcai networks hyperedge dynamic DynamicHypergraphNeuralNetworksJianwenJiang1,2,YuxuanWei1,2,YifanFeng3,JingxuanCao1,2andYueGao1,2∗1BeijingNationalResearchCenterforInformationScienceandTechnology(BNRist)2KLISS,SchoolofSoftware,TsinghuaUniversity,Beijing,China3SchoolofInformationScien...