Title
Graph-Aware Transformer: Is Attention All Graphs Need? Sang-yong Yoo Young-Seok Kim Kang Lee Kuhwan Jeong Junhwi Choi Hoshik Lee Y. S. Choi GNN 92 11 0 09 Jun 2020
Nonlinear Higher-Order Label Spreading Francesco Tudisco Austin R. Benson Konstantin Prokopchik 77 33 0 08 Jun 2020
Eigen-GNN: A Graph Structure Preserving Plug-in for GNNs Ziwei Zhang Peng Cui J. Pei Xin Eric Wang Wenwu Zhu GNN 84 33 0 08 Jun 2020
Higher-Order Explanations of Graph Neural Networks via Relevant Walks Thomas Schnake Oliver Eberle Jonas Lederer Shinichi Nakajima Kristof T. Schütt Klaus-Robert Muller G. Montavon 106 223 0 05 Jun 2020
CNNs on Surfaces using Rotation-Equivariant Features R. Wiersma E. Eisemann Klaus Hildebrandt 127 69 0 02 Jun 2020
Non-Local Graph Neural Networks Meng Liu Zhengyang Wang Shuiwang Ji 128 166 0 29 May 2020
Graph Neural Network for Hamiltonian-Based Material Property Prediction Hexin Bai Peng Chu Jeng-Yuan Tsai Nathan Wilson X. Qian Q. Yan Haibin Ling 29 5 0 27 May 2020
Integrated Node Encoder for Labelled Textual Networks Ye Ma Lu Zong 12 0 0 24 May 2020
How to Build a Graph-Based Deep Learning Architecture in Traffic Domain: A Survey Jiexia Ye Juanjuan Zhao Kejiang Ye Chengzhong Xu GNN AI4TS AI4CE 99 199 0 24 May 2020
A Survey of Information Cascade Analysis: Models, Predictions, and Recent Advances Fan Zhou Xovee Xu Goce Trajcevski Kunpeng Zhang 65 181 0 22 May 2020
Graph Structure Learning for Robust Graph Neural Networks Wei Jin Yao Ma Xiaorui Liu Xianfeng Tang Suhang Wang Jiliang Tang OOD AAML 88 711 0 20 May 2020
Neural Stochastic Block Model & Scalable Community-Based Graph Learning Zheng Chen Xinli Yu Yuan Ling Xiaohua Hu 27 1 0 16 May 2020
Foundations and modelling of dynamic networks using Dynamic Graph Neural Networks: A survey Joakim Skarding Bogdan Gabrys Katarzyna Musial AI4CE 122 240 0 13 May 2020
Towards Better Graph Representation: Two-Branch Collaborative Graph Neural Networks for Multimodal Marketing Intention Detection Lu Zhang Jian Zhang Zhibin Li Jingsong Xu 16 3 0 13 May 2020
InteractionNet: Modeling and Explaining of Noncovalent Protein-Ligand Interactions with Noncovalent Graph Neural Network and Layer-Wise Relevance Propagation Hyeoncheol Cho E. Lee I. Choi GNN FAtt 31 4 0 12 May 2020
A Graph Feature Auto-Encoder for the Prediction of Unobserved Node Features on Biological Networks Ramin Hasibi T. Michoel AI4CE 28 1 0 08 May 2020
Machine Learning on Graphs: A Model and Comprehensive Taxonomy Ines Chami Sami Abu-El-Haija Bryan Perozzi Christopher Ré Kevin Patrick Murphy 98 291 0 07 May 2020
Reducing Communication in Graph Neural Network Training Alok Tripathy Katherine Yelick A. Buluç GNN 116 105 0 07 May 2020
Unifying Neural Learning and Symbolic Reasoning for Spinal Medical Report Generation Zhongyi Han B. Wei Yilong Yin Shuo Li MedIm 54 41 0 28 Apr 2020
Data-Driven Construction of Data Center Graph of Things for Anomaly Detection Hao Zhang Zhanming Li Zhi-yu Ren 25 1 0 27 Apr 2020
Graph Convolutional Subspace Clustering: A Robust Subspace Clustering Framework for Hyperspectral Image Yaoming Cai Zijia Zhang Z. Cai Xiaobo Liu Xinwei Jiang Qin Yan 79 97 0 22 Apr 2020
Scalable Attack on Graph Data by Injecting Vicious Nodes Jihong Wang Minnan Luo Fnu Suya Jundong Li Z. Yang Q. Zheng AAML GNN 87 90 0 22 Apr 2020
Learning to Encode Evolutionary Knowledge for Automatic Commenting Long Novels Canxiang Yan Jianhao Yan Yang Xu Cheng Niu Jie Zhou 102 1 0 21 Apr 2020
Transfer Learning with Graph Neural Networks for Short-Term Highway Traffic Forecasting Tanwi Mallick Prasanna Balaprakash E. Rask Jane Macfarlane GNN AI4TS 67 70 0 17 Apr 2020
Optimistic Agent: Accurate Graph-Based Value Estimation for More Successful Visual Navigation M. Moghaddam Qi Wu Ehsan Abbasnejad Javen Qinfeng Shi 59 4 0 07 Apr 2020
Let's Agree to Degree: Comparing Graph Convolutional Networks in the Message-Passing Framework Floris Geerts Filip Mazowiecki Guillermo A. Pérez GNN 105 38 0 06 Apr 2020
Epitomic Variational Graph Autoencoder R. A. Khan Muhammad Umer Anwaar M. Kleinsteuber BDL 75 10 0 03 Apr 2020
Scene Context Based Semantic Segmentation for 3D LiDAR Data in Dynamic Scene Jilin Mei Huijing Zhao 3DPC 30 1 0 31 Mar 2020
Sample-Specific Output Constraints for Neural Networks Mathis Brosowsky Olaf Dünkel Daniel Slieter Marius Zöllner AILaw PINN 66 10 0 23 Mar 2020
K-Core based Temporal Graph Convolutional Network for Dynamic Graphs Jingxin Liu Chang Xu Chang Yin Weiqiang Wu You Song GNN 112 50 0 22 Mar 2020
Learning to simulate and design for structural engineering Kai-Hung Chang Chin-Yi Cheng AI4CE 72 51 0 20 Mar 2020
CPR-GCN: Conditional Partial-Residual Graph Convolutional Network in Automated Anatomical Labeling of Coronary Arteries Han Yang Xingjian Zhen Ying Chi Lei Zhang Xiansheng Hua MedIm 53 46 0 19 Mar 2020
Inducing Optimal Attribute Representations for Conditional GANs Binod Bhattarai Tae-Kyun Kim GAN 125 19 0 13 Mar 2020
Automating Botnet Detection with Graph Neural Networks Jiawei Zhou Zhiying Xu Alexander M. Rush Minlan Yu GNN 64 73 0 13 Mar 2020
Adaptive Graph Convolutional Network with Attention Graph Clustering for Co-saliency Detection Kaihua Zhang Tengpeng Li Shiwen Shen Bo Liu Jin Chen Qingshan Liu 94 97 0 13 Mar 2020
Towards Learning Instantiated Logical Rules from Knowledge Graphs Yulong Gu Yushi Guan P. Missier AI4CE 48 13 0 13 Mar 2020
Dynamic Spatiotemporal Graph Neural Network with Tensor Network Chengcheng Jia Bo Wu Xiao-Ping Zhang AI4TS 88 7 0 12 Mar 2020
A Survey on The Expressive Power of Graph Neural Networks Ryoma Sato 389 173 0 09 Mar 2020
Reinforcement Learning for Combinatorial Optimization: A Survey Nina Mazyavkina S. Sviridov Sergei Ivanov Evgeny Burnaev 140 625 0 07 Mar 2020
Natural Language QA Approaches using Reasoning with External Knowledge Chitta Baral Pratyay Banerjee Kuntal Kumar Pal Arindam Mitra LRM 43 5 0 06 Mar 2020
GraphTTS: graph-to-sequence modelling in neural text-to-speech Aolan Sun Jianzong Wang Ning Cheng Huayi Peng Zhen Zeng Jing Xiao 52 21 0 04 Mar 2020
Semiparametric Nonlinear Bipartite Graph Representation Learning with Provable Guarantees Sen Na Yuwei Luo Zhuoran Yang Zhaoran Wang Mladen Kolar 63 7 0 02 Mar 2020
EvoNet: A Neural Network for Predicting the Evolution of Dynamic Graphs Changmin Wu Giannis Nikolentzos Michalis Vazirgiannis GNN 318 10 0 02 Mar 2020
Relational Deep Feature Learning for Heterogeneous Face Recognition Myeongah Cho Taeoh Kim Ig-Jae Kim Kyungjae Lee Sangyoun Lee CVBM 67 39 0 02 Mar 2020
Towards a predictive spatio-temporal representation of brain data Tiago Azevedo L. Passamonti Pietro Lio N. Toschi 76 9 0 29 Feb 2020
Joint Face Completion and Super-resolution using Multi-scale Feature Relation Learning Zhilei Liu Yunpeng Wu Le Li Cuicui Zhang Baoyuan Wu CVBM 48 5 0 29 Feb 2020
Bridging the Gap between Spatial and Spectral Domains: A Survey on Graph Neural Networks Zhiqian Chen Fanglan Chen Lei Zhang Taoran Ji Kaiqun Fu Liang Zhao Feng Chen Lingfei Wu Charu Aggarwal Chang-Tien Lu 87 46 0 27 Feb 2020
Memory-Based Graph Networks Amir Hosein Khas Ahmadi Kaveh Hassani Parsa Moradi Leo Lee Q. Morris GNN 161 91 0 21 Feb 2020
A Convolutional Neural Network into graph space Maxime Martineau R. Raveaux Donatello Conte G. Venturini GNN 43 2 0 20 Feb 2020
Detecting Code Clones with Graph Neural Networkand Flow-Augmented Abstract Syntax Tree Wenhan Wang Ge Li Bo Ma Xin Xia Zhi Jin GNN 68 260 0 20 Feb 2020