Graph Neural Networks: Taxonomy, Advances and Trends

16 December 2020

Papers citing "Graph Neural Networks: Taxonomy, Advances and Trends"

50 / 339 papers shown

Title
Simplifying Graph Convolutional Networks Felix Wu Tianyi Zhang Amauri Souza Christopher Fifty Tao Yu Kilian Q. Weinberger GNN 165 3,149 0 19 Feb 2019
Hierarchical Graph Convolutional Networks for Semi-supervised Node Classification Fenyu Hu Yanqiao Zhu Shu Wu Liang Wang Tieniu Tan GNN 35 7 0 13 Feb 2019
Context-Aware Visual Compatibility Prediction Guillem Cucurull Perouz Taslakian David Vazquez 43 99 0 10 Feb 2019
Graph Neural Networks with Generated Parameters for Relation Extraction Hao Zhu Yankai Lin Zhiyuan Liu Jie Fu Tat-Seng Chua Maosong Sun 51 124 0 02 Feb 2019
Dating Documents using Graph Convolution Networks Shikhar Vashishth S. Dasgupta Swayambhu Nath Ray Partha P. Talukdar GNN 36 48 0 01 Feb 2019
All Graphs Lead to Rome: Learning Geometric and Cycle-Consistent Representations with Graph Convolutional Networks Stephen Phillips Kostas Daniilidis GNN 104 13 0 07 Jan 2019
Deep Network Embedding for Graph Representation Learning in Signed Networks X. Shen F. Chung GNN 39 89 0 07 Jan 2019
LanczosNet: Multi-Scale Deep Graph Convolutional Networks Renjie Liao Zhizhen Zhao R. Urtasun R. Zemel GNN 61 228 0 06 Jan 2019
A Comprehensive Survey on Graph Neural Networks Zonghan Wu Shirui Pan Fengwen Chen Guodong Long Chengqi Zhang Philip S. Yu FaML GNN AI4TS AI4CE 343 8,441 0 03 Jan 2019
Adversarial Attack and Defense on Graph Data: A Survey Lichao Sun Yingtong Dou Carl Yang Ji Wang Yixin Liu Philip S. Yu Lifang He Yangqiu Song GNN AAML 56 276 0 26 Dec 2018
Invariant and Equivariant Graph Networks Haggai Maron Heli Ben-Hamu Nadav Shamir Y. Lipman 78 498 0 24 Dec 2018
Graph Neural Networks: A Review of Methods and Applications Jie Zhou Ganqu Cui Shengding Hu Zhengyan Zhang Cheng Yang Zhiyuan Liu Lifeng Wang Changcheng Li Maosong Sun AI4CE GNN 591 5,457 0 20 Dec 2018
Deep Learning on Graphs: A Survey Ziwei Zhang Peng Cui Wenwu Zhu GNN 147 1,324 0 11 Dec 2018
Pre-training Graph Neural Networks with Kernels Nicoló Navarin D. V. Tran A. Sperduti 55 27 0 16 Nov 2018
Pitfalls of Graph Neural Network Evaluation Oleksandr Shchur Maximilian Mumme Aleksandar Bojchevski Stephan Günnemann GNN 114 1,345 0 14 Nov 2018
Towards Sparse Hierarchical Graph Classifiers Cătălina Cangea Petar Velickovic Nikola Jovanović Thomas Kipf Pietro Lio GNN 135 257 0 03 Nov 2018
Out of the Box: Reasoning with Graph Convolution Nets for Factual Visual Question Answering Medhini Narasimhan Svetlana Lazebnik Alex Schwing NAI GNN ReLM 30 11 0 01 Nov 2018
Modeling Attention Flow on Graphs Xiaoran Xu Songpeng Zu Chengliang Gao Yuan Zhang Wei Feng GNN 39 11 0 01 Nov 2018
Session-based Recommendation with Graph Neural Networks Shu Wu Yuyuan Tang Yanqiao Zhu Liang Wang Xing Xie Tieniu Tan GNN 61 1,549 0 01 Nov 2018
Combinatorial Optimization with Graph Convolutional Networks and Guided Tree Search Zhuwen Li Qifeng Chen V. Koltun GNN 84 472 0 25 Oct 2018
Streaming Graph Neural Networks Yao Ma Ziyi Guo Zhaochun Ren Eric Zhao Jiliang Tang Dawei Yin GNN 57 238 0 24 Oct 2018
Towards Efficient Large-Scale Graph Neural Network Computing Lingxiao Ma Zhi-Xin Yang Youshan Miao Jilong Xue Ming Wu Lidong Zhou Yafei Dai GNN 40 16 0 19 Oct 2018
Predict then Propagate: Graph Neural Networks meet Personalized PageRank Johannes Klicpera Aleksandar Bojchevski Stephan Günnemann GNN 195 1,674 0 14 Oct 2018
Graph HyperNetworks for Neural Architecture Search Chris Zhang Mengye Ren R. Urtasun GNN 40 276 0 12 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.0K 93,936 0 11 Oct 2018
Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks Christopher Morris Martin Ritzert Matthias Fey William L. Hamilton J. E. Lenssen Gaurav Rattan Martin Grohe GNN 138 1,625 0 04 Oct 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 177 7,554 0 01 Oct 2018
Deep Graph Infomax Petar Velickovic W. Fedus William L. Hamilton Pietro Lio Yoshua Bengio R. Devon Hjelm GNN 110 2,368 0 27 Sep 2018
Graph Convolution over Pruned Dependency Trees Improves Relation Extraction Yuhao Zhang Peng Qi Christopher D. Manning GNN 77 726 0 26 Sep 2018
Every Node Counts: Self-Ensembling Graph Convolutional Networks for Semi-Supervised Learning Yawei Luo T. Guan Junqing Yu Ping Liu Yi Yang SSL GNN 47 32 0 26 Sep 2018
Hypergraph Neural Networks Yifan Feng Haoxuan You Zizhao Zhang Rongrong Ji Yue Gao GNN 72 1,365 0 25 Sep 2018
Jointly Multiple Events Extraction via Attention-based Graph Information Aggregation Xiao Liu Zhunchen Luo Heyan Huang GNN 55 343 0 24 Sep 2018
Graph Convolutional Networks for Text Classification Liang Yao Chengsheng Mao Yuan Luo GNN 58 1,815 0 15 Sep 2018
Adaptive Sampling Towards Fast Graph Representation Learning Wen-bing Huang Tong Zhang Yu Rong Junzhou Huang GNN 72 490 0 14 Sep 2018
Multitask Learning on Graph Neural Networks: Learning Multiple Graph Centrality Measures with a Unified Network Pedro H. C. Avelar Henrique Lemos Marcelo O. R. Prates Luís C. Lamb 52 18 0 11 Sep 2018
Learning to Solve NP-Complete Problems - A Graph Neural Network for Decision TSP Marcelo O. R. Prates Pedro H. C. Avelar Henrique Lemos Luís C. Lamb Moshe Y. Vardi GNN 46 177 0 08 Sep 2018
Exploring Graph-structured Passage Representation for Multi-hop Reading Comprehension with Graph Neural Networks Linfeng Song Zhiguo Wang Mo Yu Yue Zhang Radu Florian D. Gildea GNN 64 108 0 06 Sep 2018
Question Answering by Reasoning Across Documents with Graph Convolutional Networks Nicola De Cao Wilker Aziz Ivan Titov BDL RALM GNN 75 224 0 29 Aug 2018
N-ary Relation Extraction using Graph State LSTM Linfeng Song Yue Zhang Zhiguo Wang D. Gildea 69 165 0 28 Aug 2018
Topology and Prediction Focused Research on Graph Convolutional Neural Networks Matthew Baron GNN 30 1 0 23 Aug 2018
SimGNN: A Neural Network Approach to Fast Graph Similarity Computation Yunsheng Bai Haoyang Ding Song Bian Ting-Li Chen Yizhou Sun Wei Wang GNN 39 319 0 16 Aug 2018
Large-Scale Learnable Graph Convolutional Networks Hongyang Gao Zhengyang Wang Shuiwang Ji GNN 70 589 0 12 Aug 2018
Graph R-CNN for Scene Graph Generation Jianwei Yang Jiasen Lu Stefan Lee Dhruv Batra Devi Parikh GNN 93 839 0 01 Aug 2018
Attention Models in Graphs: A Survey J. B. Lee Ryan A. Rossi Sungchul Kim Nesreen K. Ahmed Eunyee Koh GNN 47 162 0 20 Jul 2018
DeepInf: Social Influence Prediction with Deep Learning J. Qiu Jian Tang Hao Ma Yuxiao Dong Kuansan Wang Jie Tang GNN AI4CE 65 539 0 15 Jul 2018
When Work Matters: Transforming Classical Network Structures to Graph CNN Wenting Zhao Chunyan Xu Zhen Cui Tong Zhang Jiatao Jiang Zhenyu Zhang Jian Yang GNN 39 15 0 07 Jul 2018
Deep Reasoning with Knowledge Graph for Social Relationship Understanding Zhouxia Wang Tianshui Chen Jimmy S. J. Ren Weihao Yu Hui Cheng Liang Lin GNN 69 174 0 02 Jul 2018
Factorizable Net: An Efficient Subgraph-based Framework for Scene Graph Generation Yikang Li Wanli Ouyang Bolei Zhou Jianping Shi Yawen Cui Xiaogang Wang GNN 46 273 0 29 Jun 2018
Graph-to-Sequence Learning using Gated Graph Neural Networks Daniel Beck Gholamreza Haffari Trevor Cohn GNN 62 323 0 26 Jun 2018
Hierarchical Graph Representation Learning with Differentiable Pooling Rex Ying Jiaxuan You Christopher Morris Xiang Ren William L. Hamilton J. Leskovec GNN 228 2,135 0 22 Jun 2018