Hyperbolic Graph Neural Networks

28 October 2019

Qi Liu

Douwe Kiela

Papers citing "Hyperbolic Graph Neural Networks"

38 / 188 papers shown

Title
Where are we in embedding spaces? A Comprehensive Analysis on Network Embedding Approaches for Recommender Systems Sixiao Zhang Hongxu Chen Xiao Ming Li-zhen Cui Hongzhi Yin Guandong Xu 24 39 0 19 May 2021
Unit Ball Model for Embedding Hierarchical Structures in the Complex Hyperbolic Space Huiru Xiao Caigao Jiang Yangqiu Song James Y. Zhang Junwu Xiong 27 1 0 09 May 2021
GraphTheta: A Distributed Graph Neural Network Learning System With Flexible Training Strategy Yongchao Liu Houyi Li Guowei Zhang Xintan Zeng Yongyong Li ... Peng Zhang Zhao Li Kefeng Deng Changhua He Wenguang Chen GNN 44 11 0 21 Apr 2021
Lorentzian Graph Convolutional Networks Yiding Zhang Xiao Wang C. Shi Nian Liu Guojie Song 29 96 0 15 Apr 2021
A Hyperbolic-to-Hyperbolic Graph Convolutional Network Jindou Dai Yuwei Wu Zhi Gao Yunde Jia 32 77 0 14 Apr 2021
Hyperbolic Variational Graph Neural Network for Modeling Dynamic Graphs Li Sun Zhongbao Zhang Jiawei Zhang Feiyang Wang Hao Peng Sen Su Philip S. Yu BDL 15 73 0 06 Apr 2021
Parameterized Hypercomplex Graph Neural Networks for Graph Classification Tuan Le Marco Bertolini Frank Noé Djork-Arné Clevert 16 15 0 30 Mar 2021
Unsupervised Hyperbolic Representation Learning via Message Passing Auto-Encoders Jiwoong Park Junho Cho H. Chang J. Choi SSL 27 23 0 30 Mar 2021
Learning Hyperbolic Representations of Topological Features Panagiotis Kyriakis Iordanis Fostiropoulos P. Bogdan 19 10 0 16 Mar 2021
Size-Invariant Graph Representations for Graph Classification Extrapolations Beatrice Bevilacqua Yangze Zhou Bruno Ribeiro OOD 35 108 0 08 Mar 2021
Linear Classifiers in Product Space Forms Puoya Tabaghi Chao Pan Eli Chien Jianhao Peng Olgica Milenković 32 9 0 19 Feb 2021
Switch Spaces: Learning Product Spaces with Sparse Gating Shuai Zhang Yi Tay Wenqi Jiang Da-Cheng Juan Ce Zhang 54 7 0 17 Feb 2021
Learning the Predictability of the Future Dídac Surís Ruoshi Liu Carl Vondrick 24 71 0 01 Jan 2021
Aligning Hyperbolic Representations: an Optimal Transport-based approach Andrés Hoyos-Idrobo OT 22 8 0 02 Dec 2020
A Survey on Heterogeneous Graph Embedding: Methods, Techniques, Applications and Sources Xiao Wang Deyu Bo C. Shi Shaohua Fan Yanfang Ye Philip S. Yu AI4TS 38 294 0 30 Nov 2020
Interpretable Signed Link Prediction with Signed Infomax Hyperbolic Graph Yadan Luo Zi Huang Hongxu Chen Yang Yang Mahsa Baktash 33 10 0 25 Nov 2020
Graph Geometry Interaction Learning Shichao Zhu Shirui Pan Chuan Zhou Jia Wu Yanan Cao Bin Wang 71 90 0 23 Oct 2020
Knowledge Association with Hyperbolic Knowledge Graph Embeddings Zequn Sun Muhao Chen Wei Hu Chengming Wang Jian Dai Wei Zhang 23 82 0 05 Oct 2020
A Fully Hyperbolic Neural Model for Hierarchical Multi-Class Classification F. López Michael Strube 15 28 0 05 Oct 2020
From Trees to Continuous Embeddings and Back: Hyperbolic Hierarchical Clustering Ines Chami Albert Gu Vaggos Chatziafratis Christopher Ré 23 95 0 01 Oct 2020
Graph-based Modeling of Online Communities for Fake News Detection Shantanu Chandra Pushkar Mishra H. Yannakoudakis Madhav Nimishakavi Marzieh Saeidi Ekaterina Shutova GNN 21 44 0 14 Aug 2020
Quaternion Graph Neural Networks Dai Quoc Nguyen T. Nguyen Dinh Q. Phung GNN 25 32 0 12 Aug 2020
Mix Dimension in Poincaré Geometry for 3D Skeleton-based Action Recognition Wei Peng Jingang Shi Zhaoqiang Xia Guoying Zhao GNN 26 60 0 30 Jul 2020
Graph Convolutional Networks for Graphs Containing Missing Features Hibiki Taguchi Xin Liu T. Murata GNN 33 84 0 09 Jul 2020
Isometric Graph Neural Networks Matthew Walker Bo Yan Yiou Xiao Yafei Wang Ayan Acharya GNN 22 2 0 16 Jun 2020
Hyperbolic Neural Networks++ Ryohei Shimizu Yusuke Mukuta Tatsuya Harada 25 0 0 15 Jun 2020
Optimal Transport Graph Neural Networks Benson Chen Gary Bécigneul O. Ganea Regina Barzilay Tommi Jaakkola OT 39 44 0 08 Jun 2020
Machine Learning on Graphs: A Model and Comprehensive Taxonomy Ines Chami Sami Abu-El-Haija Bryan Perozzi Christopher Ré Kevin Patrick Murphy 22 285 0 07 May 2020
Geoopt: Riemannian Optimization in PyTorch Max Kochurov R. Karimov Sergei Kozlukov 22 114 0 06 May 2020
Low-Dimensional Hyperbolic Knowledge Graph Embeddings Ines Chami A. Wolf Da-Cheng Juan Frederic Sala Sujith Ravi Christopher Ré 24 385 0 01 May 2020
Revisiting Over-smoothing in Deep GCNs Chaoqi Yang Ruijie Wang Shuochao Yao Shengzhong Liu Tarek F. Abdelzaher 26 93 0 30 Mar 2020
Differentiating through the Fréchet Mean Aaron Lou Isay Katsman Qingxuan Jiang Serge J. Belongie Ser-Nam Lim Christopher De Sa DRL 20 61 0 29 Feb 2020
Latent Variable Modelling with Hyperbolic Normalizing Flows A. Bose Ariella Smofsky Renjie Liao Prakash Panangaden William L. Hamilton DRL 19 67 0 15 Feb 2020
Hyperbolic Graph Attention Network Yiding Zhang Tianlin Li Xunqiang Jiang C. Shi Yanfang Ye GNN 27 129 0 06 Dec 2019
Constant Curvature Graph Convolutional Networks Gregor Bachmann Gary Bécigneul O. Ganea GNN 27 132 0 12 Nov 2019
Hyperbolic Graph Convolutional Neural Networks Ines Chami Rex Ying Christopher Ré J. Leskovec GNN 32 629 0 28 Oct 2019
Junction Tree Variational Autoencoder for Molecular Graph Generation Wengong Jin Regina Barzilay Tommi Jaakkola 224 1,340 0 12 Feb 2018
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 259 3,240 0 24 Nov 2016