Graph Neural Networks: Taxonomy, Advances and Trends

16 December 2020

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

50 / 339 papers shown

Title
Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition Sijie Yan Yuanjun Xiong Dahua Lin GNN 209 4,124 0 23 Jan 2018
Deeper Insights into Graph Convolutional Networks for Semi-Supervised Learning Qimai Li Zhichao Han Xiao-Ming Wu GNN SSL 161 2,796 0 22 Jan 2018
Adaptive Graph Convolutional Neural Networks Ruoyu Li Sheng Wang Feiyun Zhu Junzhou Huang GNN 99 750 0 10 Jan 2018
Covariant Compositional Networks For Learning Graphs Risi Kondor H. Son Horace Pan Brandon M. Anderson Shubhendu Trivedi GNN 68 167 0 07 Jan 2018
Large-scale Point Cloud Semantic Segmentation with Superpoint Graphs Loic Landrieu M. Simonovsky GNN 3DPC 134 1,245 0 27 Nov 2017
Non-local Neural Networks Xinyu Wang Ross B. Girshick Abhinav Gupta Kaiming He OffRL 223 8,867 0 21 Nov 2017
Residual Gated Graph ConvNets Xavier Bresson T. Laurent GNN 109 478 0 20 Nov 2017
Multi-Label Zero-Shot Learning with Structured Knowledge Graphs Chung-Wei Lee Wei Fang Chih-Kuan Yeh Y. Wang VLM 124 280 0 17 Nov 2017
Hybrid Approach of Relation Network and Localized Graph Convolutional Filtering for Breast Cancer Subtype Classification SungMin Rhee Seokjun Seo Sun Kim GNN 71 174 0 16 Nov 2017
Few-Shot Learning with Graph Neural Networks Victor Garcia Satorras Joan Bruna GNN 161 1,237 0 10 Nov 2017
Learning to Represent Programs with Graphs Miltiadis Allamanis Marc Brockschmidt Mahmoud Khademi GNN NAI 103 799 0 01 Nov 2017
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 350 19,991 0 30 Oct 2017
Topology Adaptive Graph Convolutional Networks Jian Du Shanghang Zhang Guanhang Wu José M. F. Moura S. Kar GNN 62 302 0 28 Oct 2017
Learning Structural Node Embeddings Via Diffusion Wavelets Claire Donnat Marinka Zitnik David Hallac J. Leskovec GNN DiffM 57 388 0 27 Oct 2017
Dynamic Routing Between Capsules S. Sabour Nicholas Frosst Geoffrey E. Hinton 109 4,584 0 26 Oct 2017
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 251 9,687 0 25 Oct 2017
Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting Ting Yu Haoteng Yin Zhanxing Zhu GNN AI4TS 86 3,675 0 14 Sep 2017
Answering Visual-Relational Queries in Web-Extracted Knowledge Graphs Daniel Oñoro-Rubio Mathias Niepert Alberto García-Durán Roberto Gonzalez Roberto J. López-Sastre 47 15 0 07 Sep 2017
Cross-Sentence N-ary Relation Extraction with Graph LSTMs Nanyun Peng Hoifung Poon Chris Quirk Kristina Toutanova Wen-tau Yih 53 509 0 12 Aug 2017
Knowledge-Guided Recurrent Neural Network Learning for Task-Oriented Action Prediction Liang Lin Lili Huang Tianshui Chen Yukang Gan Hui Cheng 29 16 0 15 Jul 2017
Revised Note on Learning Algorithms for Quadratic Assignment with Graph Neural Networks Alex W. Nowak Soledad Villar Afonso S. Bandeira Joan Bruna 137 115 0 22 Jun 2017
VAIN: Attentional Multi-agent Predictive Modeling Yedid Hoshen GNN 81 237 0 19 Jun 2017
Knowledge Transfer for Out-of-Knowledge-Base Entities: A Graph Neural Network Approach Takuo Hamaguchi H. Oiwa Masashi Shimbo Yuji Matsumoto 73 329 0 18 Jun 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 492 129,831 0 12 Jun 2017
Graph Convolutional Matrix Completion Rianne van den Berg Thomas Kipf Max Welling GNN 94 1,253 0 07 Jun 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 408 15,066 0 07 Jun 2017
Visual Interaction Networks Nicholas Watters Andrea Tacchetti T. Weber Razvan Pascanu Peter W. Battaglia Daniel Zoran PINN 3DH 74 277 0 05 Jun 2017
A simple neural network module for relational reasoning Adam Santoro David Raposo David Barrett Mateusz Malinowski Razvan Pascanu Peter W. Battaglia Timothy Lillicrap GNN NAI 117 1,610 0 05 Jun 2017
CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters Ron Levie Federico Monti Xavier Bresson M. Bronstein GNN 143 658 0 22 May 2017
A Generalization of Convolutional Neural Networks to Graph-Structured Data Yotam Hechtlinger Purvasha Chakravarti Jining Qin GNN 40 87 0 26 Apr 2017
Geometric Matrix Completion with Recurrent Multi-Graph Neural Networks Federico Monti M. Bronstein Xavier Bresson GNN 112 519 0 22 Apr 2017
Dynamic Graph Convolutional Networks Franco Manessi A. Rozza M. Manzo GNN 66 368 0 20 Apr 2017
Graph Convolutional Encoders for Syntax-aware Neural Machine Translation Jasmijn Bastings Ivan Titov Wilker Aziz Diego Marcheggiani K. Simaán GNN 79 492 0 15 Apr 2017
Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs M. Simonovsky N. Komodakis GNN 155 1,227 0 10 Apr 2017
Conversation Modeling on Reddit using a Graph-Structured LSTM Vicky Zayats Mari Ostendorf 61 84 0 07 Apr 2017
Learning Combinatorial Optimization Algorithms over Graphs H. Dai Elias Boutros Khalil Yuyu Zhang B. Dilkina Le Song 90 1,453 0 05 Apr 2017
Neural Message Passing for Quantum Chemistry Justin Gilmer S. Schoenholz Patrick F. Riley Oriol Vinyals George E. Dahl 314 7,388 0 04 Apr 2017
Modeling Relational Data with Graph Convolutional Networks Michael Schlichtkrull Thomas Kipf Peter Bloem Rianne van den Berg Ivan Titov Max Welling GNN 153 4,772 0 17 Mar 2017
Encoding Sentences with Graph Convolutional Networks for Semantic Role Labeling Diego Marcheggiani Ivan Titov GNN NAI 54 830 0 14 Mar 2017
Interpretable Structure-Evolving LSTM Xiaodan Liang Liang Lin Xiaohui Shen Jiashi Feng Shuicheng Yan Eric Xing 59 96 0 08 Mar 2017
Distance Metric Learning using Graph Convolutional Networks: Application to Functional Brain Networks S. Ktena Sarah Parisot Enzo Ferrante Martin Rajchl M. J. Lee Ben Glocker Daniel Rueckert GNN 99 194 0 07 Mar 2017
Robust Spatial Filtering with Graph Convolutional Neural Networks F. Such Shagan Sah Miguel Domínguez Suhas Pillai Chao Zhang A. Michael N. Cahill R. Ptucha GNN 60 140 0 02 Mar 2017
Discovering objects and their relations from entangled scene representations David Raposo Adam Santoro David Barrett Razvan Pascanu Timothy Lillicrap Peter W. Battaglia GNN OCL 66 71 0 16 Feb 2017
Scene Graph Generation by Iterative Message Passing Danfei Xu Yuke Zhu Chris Choy Li Fei-Fei GNN 3DV 64 1,214 0 10 Jan 2017
Structured Sequence Modeling with Graph Convolutional Recurrent Networks Youngjoo Seo M. Defferrard P. Vandergheynst Xavier Bresson GNN 85 764 0 22 Dec 2016
The More You Know: Using Knowledge Graphs for Image Classification Kenneth Marino Ruslan Salakhutdinov Abhinav Gupta GNN OCL 79 345 0 14 Dec 2016
SyncSpecCNN: Synchronized Spectral CNN for 3D Shape Segmentation L. Yi Hao Su Xingwen Guo Leonidas Guibas GNN 3DPC 120 467 0 02 Dec 2016
A Compositional Object-Based Approach to Learning Physical Dynamics Michael Chang T. Ullman Antonio Torralba J. Tenenbaum AI4CE OCL 333 439 0 01 Dec 2016
Interaction Networks for Learning about Objects, Relations and Physics Peter W. Battaglia Razvan Pascanu Matthew Lai Danilo Jimenez Rezende Koray Kavukcuoglu AI4CE OCL PINN GNN 459 1,405 0 01 Dec 2016
Neural Combinatorial Optimization with Reinforcement Learning Irwan Bello Hieu H. Pham Quoc V. Le Mohammad Norouzi Samy Bengio 123 1,472 0 29 Nov 2016