A Comprehensive Survey on Graph Neural Networks

3 January 2019

Philip S. Yu

Papers citing "A Comprehensive Survey on Graph Neural Networks"

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Title
DeepGCNs: Making GCNs Go as Deep as CNNs G. Li Matthias Muller Guocheng Qian Itzel C. Delgadillo Abdulellah Abualshour Ali K. Thabet Bernard Ghanem 3DPC GNN 19 137 0 15 Oct 2019
Fi-GNN: Modeling Feature Interactions via Graph Neural Networks for CTR Prediction Zekun Li Zeyu Cui Shu Wu Xiaoyu Zhang Liang Wang GNN 9 212 0 12 Oct 2019
Cross-modal Scene Graph Matching for Relationship-aware Image-Text Retrieval Sijin Wang Ruiping Wang Ziwei Yao Shiguang Shan Xilin Chen 3DV 20 180 0 11 Oct 2019
DeGNN: Characterizing and Improving Graph Neural Networks with Graph Decomposition Xupeng Miao Nezihe Merve Gürel Wentao Zhang Zhichao Han Bo-wen Li ... Yang Zhao Shuai Zhang Yujing Wang Bin Cui Ce Zhang GNN 6 6 0 10 Oct 2019
Interpreting Deep Learning-Based Networking Systems Zili Meng Minhu Wang Jia-Ju Bai Mingwei Xu Hongzi Mao Hongxin Hu AI4CE 14 3 0 09 Oct 2019
Beyond Vector Spaces: Compact Data Representation as Differentiable Weighted Graphs Denis Mazur Vage Egiazarian S. Morozov Artem Babenko 24 4 0 08 Oct 2019
Combining docking pose rank and structure with deep learning improves protein-ligand binding mode prediction Joseph A. Morrone Matteo Terreran T. Huynh Heng Luo Wendy D. Cornell 6 69 0 07 Oct 2019
Text Level Graph Neural Network for Text Classification Lianzhe Huang Dehong Ma Sujian Li Xiaodong Zhang Houfeng WANG GNN 8 253 0 06 Oct 2019
Graph-Hist: Graph Classification from Latent Feature Histograms With Application to Bot Detection Thomas Magelinski David M. Beskow Kathleen M. Carley 9 27 0 02 Oct 2019
Keep It Simple: Graph Autoencoders Without Graph Convolutional Networks Guillaume Salha-Galvan Romain Hennequin Michalis Vazirgiannis GNN BDL 19 48 0 02 Oct 2019
TransGCN:Coupling Transformation Assumptions with Graph Convolutional Networks for Link Prediction Ling Cai Bo Yan Gengchen Mai K. Janowicz Rui Zhu GNN 9 74 0 01 Oct 2019
On the Equivalence between Positional Node Embeddings and Structural Graph Representations Balasubramaniam Srinivasan Bruno Ribeiro 12 27 0 01 Oct 2019
Graph-Preserving Grid Layout: A Simple Graph Drawing Method for Graph Classification using CNNs Yecheng Lyu Xinming Huang Ziming Zhang 11 0 0 26 Sep 2019
Universal Graph Transformer Self-Attention Networks D. Q. Nguyen T. Nguyen Dinh Q. Phung ViT 13 51 0 26 Sep 2019
Manifold Oblique Random Forests: Towards Closing the Gap on Convolutional Deep Networks Adam Li Ronan Perry Chester Huynh Tyler M. Tomita Ronak R. Mehta Jesús Arroyo Jesse Patsolic Benjamin Falk Joshua T. Vogelstein 13 0 0 25 Sep 2019
Haar Graph Pooling Yu Guang Wang Ming Li Zheng Ma Guido Montúfar Xiaosheng Zhuang Yanan Fan GNN 6 8 0 25 Sep 2019
Graph Policy Gradients for Large Scale Unlabeled Motion Planning with Constraints Arbaaz Khan Vijay R. Kumar Alejandro Ribeiro 8 9 0 24 Sep 2019
Where are the Keys? -- Learning Object-Centric Navigation Policies on Semantic Maps with Graph Convolutional Networks Niko Sünderhauf 11 8 0 16 Sep 2019
Deep Graph Library: A Graph-Centric, Highly-Performant Package for Graph Neural Networks Minjie Wang Da Zheng Zihao Ye Quan Gan Mufei Li ... J. Zhao Haotong Zhang Alex Smola Jinyang Li Zheng-Wei Zhang AI4CE GNN 182 731 0 03 Sep 2019
EnGN: A High-Throughput and Energy-Efficient Accelerator for Large Graph Neural Networks Shengwen Liang Ying Wang Cheng Liu Lei He Huawei Li Xiaowei Li GNN 6 117 0 31 Aug 2019
AWB-GCN: A Graph Convolutional Network Accelerator with Runtime Workload Rebalancing Tong Geng Ang Li Runbin Shi Chunshu Wu Tianqi Wang ... Pouya Haghi Antonino Tumeo Shuai Che Steve Reinhardt Martin C. Herbordt GNN 8 8 0 23 Aug 2019
Linking Points With Labels in 3D: A Review of Point Cloud Semantic Segmentation Yuxing Xie Jiaojiao Tian Xiaoxiang Zhu 3DPC 14 206 0 23 Aug 2019
Transferring Robustness for Graph Neural Network Against Poisoning Attacks Xianfeng Tang Yandong Li Yiwei Sun Huaxiu Yao P. Mitra Suhang Wang OOD AAML 14 181 0 20 Aug 2019
Neural Dynamics on Complex Networks Chengxi Zang Fei-Yue Wang AI4CE 17 50 0 18 Aug 2019
Progressive Relation Learning for Group Activity Recognition Guyue Hu Bo Cui Yuan He Shan Yu 14 76 0 08 Aug 2019
Transferability of Spectral Graph Convolutional Neural Networks Ron Levie Wei Huang Lorenzo Bucci M. Bronstein Gitta Kutyniok GNN 19 124 0 30 Jul 2019
DropEdge: Towards Deep Graph Convolutional Networks on Node Classification Yu Rong Wenbing Huang Tingyang Xu Junzhou Huang 11 1,289 0 25 Jul 2019
Tripartite Heterogeneous Graph Propagation for Large-scale Social Recommendation KyungHyun Kim Donghyun Kwak Hanock Kwak Young-Jin Park Sangkwon Sim Jae-Han Cho Minkyu Kim Jihun Kwon Nako Sung Jung-Woo Ha 6 19 0 24 Jul 2019
Bilinear Graph Networks for Visual Question Answering Dalu Guo Chang Xu Dacheng Tao GNN 17 50 0 23 Jul 2019
Spectral-based Graph Convolutional Network for Directed Graphs Y. Ma Jianye Hao Yaodong Yang Han Li Junqi Jin Guangyong Chen GNN BDL 8 64 0 21 Jul 2019
A Graph Neural Network Approach for Scalable Wireless Power Control Yifei Shen Yuanming Shi Jun Zhang Khaled B. Letaief GNN 15 79 0 19 Jul 2019
EEG-Based Emotion Recognition Using Regularized Graph Neural Networks Peixiang Zhong Di Wang C. Miao 7 391 0 18 Jul 2019
Embedding-based Silhouette Community Detection Blaž Škrlj Jan Kralj Nada Lavrac 16 16 0 17 Jul 2019
Semi-Supervised Graph Embedding for Multi-Label Graph Node Classification Kaisheng Gao Jing Zhang Cangqi Zhou 9 8 0 12 Jul 2019
Understanding the Representation Power of Graph Neural Networks in Learning Graph Topology Nima Dehmamy Albert-László Barabási Rose Yu GNN 14 130 0 11 Jul 2019
GraphSAINT: Graph Sampling Based Inductive Learning Method Hanqing Zeng Hongkuan Zhou Ajitesh Srivastava R. Kannan Viktor Prasanna GNN 14 841 0 10 Jul 2019
Fast Haar Transforms for Graph Neural Networks Ming Li Zheng Ma Yu Guang Wang Xiaosheng Zhuang 17 73 0 10 Jul 2019
Graph Policy Gradients for Large Scale Robot Control Arbaaz Khan Ekaterina V. Tolstaya Alejandro Ribeiro Vijay R. Kumar 6 81 0 08 Jul 2019
Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation Shuo-feng Zhang Lei Xie GNN 13 55 0 04 Jul 2019
Structure fusion based on graph convolutional networks for semi-supervised classification Guangfeng Lin Jing Wang Kaiyang Liao Fan Zhao Wanjun Chen 6 6 0 02 Jul 2019
Spectral Clustering with Graph Neural Networks for Graph Pooling F. Bianchi Daniele Grattarola C. Alippi GNN 8 37 0 30 Jun 2019
Cascade-BGNN: Toward Efficient Self-supervised Representation Learning on Large-scale Bipartite Graphs Chaoyang He Tian Xie Yu Rong Wenbing Huang Junzhou Huang Xiang Ren Cyrus Shahabi 17 5 0 27 Jun 2019
Fast Training of Sparse Graph Neural Networks on Dense Hardware Matej Balog B. V. Merrienboer Subhodeep Moitra Yujia Li Daniel Tarlow GNN 15 10 0 27 Jun 2019
Signed Graph Attention Networks Junjie Huang Huawei Shen Liang Hou Xueqi Cheng GNN 11 112 0 26 Jun 2019
Predicting Research Trends with Semantic and Neural Networks with an application in Quantum Physics Mario Krenn A. Zeilinger GNN 9 73 0 17 Jun 2019
Neural Theorem Provers Do Not Learn Rules Without Exploration Michiel de Jong Fei Sha NAI 4 7 0 17 Jun 2019
Attributed Graph Clustering: A Deep Attentional Embedding Approach Chun Wang Shirui Pan Ruiqi Hu Guodong Long Jing Jiang Chengqi Zhang GNN 6 407 0 15 Jun 2019
Hierarchical Graph-to-Graph Translation for Molecules Wengong Jin Regina Barzilay Tommi Jaakkola 14 16 0 11 Jun 2019
Deep Learning for Spatio-Temporal Data Mining: A Survey Senzhang Wang Jiannong Cao Philip S. Yu AI4TS 19 456 0 11 Jun 2019
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks Sitao Luan Mingde Zhao X. Chang Doina Precup GNN 15 147 0 05 Jun 2019