A Comprehensive Survey on Graph Neural Networks

3 January 2019

Philip S. Yu

Papers citing "A Comprehensive Survey on Graph Neural Networks"

50 / 2,823 papers shown

Title
Towards a Unified Framework for Fair and Stable Graph Representation Learning Chirag Agarwal Himabindu Lakkaraju Marinka Zitnik 24 157 0 25 Feb 2021
Benchmarking and Survey of Explanation Methods for Black Box Models F. Bodria F. Giannotti Riccardo Guidotti Francesca Naretto D. Pedreschi S. Rinzivillo XAI 33 220 0 25 Feb 2021
Stochastic Aggregation in Graph Neural Networks Yuanqing Wang Theofanis Karaletsos 11 6 0 25 Feb 2021
Deep Deformation Detail Synthesis for Thin Shell Models Lan Chen Lin Gao Jie Yang Shibiao Xu Juntao Ye Xiaopeng Zhang Yu-Kun Lai 3DH AI4CE 32 11 0 23 Feb 2021
Accurate Learning of Graph Representations with Graph Multiset Pooling Jinheon Baek Minki Kang Sung Ju Hwang 33 172 0 23 Feb 2021
Generalized Equivariance and Preferential Labeling for GNN Node Classification Zeyu Sun Wenjie Zhang Lili Mou Qihao Zhu Yingfei Xiong Lu Zhang 11 12 0 23 Feb 2021
MagNet: A Neural Network for Directed Graphs Xitong Zhang Yixuan He Nathan Brugnone Michael Perlmutter M. Hirn 18 124 0 22 Feb 2021
Spotting Silent Buffer Overflows in Execution Trace through Graph Neural Network Assisted Data Flow Analysis Zhilong Wang Li Yu Suhang Wang Peng Liu 11 4 0 20 Feb 2021
GLAM: Graph Learning by Modeling Affinity to Labeled Nodes for Graph Neural Networks Vijay Lingam Arun Shankar Iyer Rahul Ragesh 13 2 0 20 Feb 2021
SSFG: Stochastically Scaling Features and Gradients for Regularizing Graph Convolutional Networks Haimin Zhang Min Xu Guoqiang Zhang Kenta Niwa 14 8 0 20 Feb 2021
Towards Accurate and Compact Architectures via Neural Architecture Transformer Yong Guo Yin Zheng Mingkui Tan Qi Chen Zhipeng Li Jian Chen P. Zhao Junzhou Huang ViT MQ 8 38 0 20 Feb 2021
Link Prediction with Persistent Homology: An Interactive View Zuoyu Yan Tengfei Ma Liangcai Gao Zhi Tang Chao Chen 10 46 0 20 Feb 2021
A Review of Biomedical Datasets Relating to Drug Discovery: A Knowledge Graph Perspective Stephen Bonner Ian P Barrett Cheng Ye Rowan Swiers O. Engkvist A. Bender Charles Tapley Hoyt William L. Hamilton 29 94 0 19 Feb 2021
Principled Simplicial Neural Networks for Trajectory Prediction T. Roddenberry Nicholas Glaze Santiago Segarra 3DPC 24 91 0 19 Feb 2021
Applications of deep learning in traffic congestion detection, prediction and alleviation: A survey Nishant Kumar Martin Raubal AI4TS AI4CE 25 88 0 19 Feb 2021
High-order Differentiable Autoencoder for Nonlinear Model Reduction Siyuan Shen Yin Yang Tianjia Shao He-Nan Wang Chenfanfu Jiang L. Lan Kun Zhou PINN AI4CE 11 48 0 19 Feb 2021
Combinatorial optimization and reasoning with graph neural networks Quentin Cappart Didier Chételat Elias Boutros Khalil Andrea Lodi Christopher Morris Petar Velickovic AI4CE 32 347 0 18 Feb 2021
SeaPearl: A Constraint Programming Solver guided by Reinforcement Learning Félix Chalumeau Ilan Coulon Quentin Cappart Louis-Martin Rousseau 36 21 0 18 Feb 2021
Walking Out of the Weisfeiler Leman Hierarchy: Graph Learning Beyond Message Passing Jan Toenshoff Martin Ritzert Hinrikus Wolf Martin Grohe GNN 78 28 0 17 Feb 2021
NODE-SELECT: A Graph Neural Network Based On A Selective Propagation Technique Steph-Yves M. Louis Alireza Nasiri Fatima J. Rolland Cameron Mitro Jianjun Hu 66 9 0 17 Feb 2021
TCN: Table Convolutional Network for Web Table Interpretation Daheng Wang Prashant Shiralkar Colin Lockard Binxuan Huang Xin Luna Dong Meng-Long Jiang LMTD 16 55 0 17 Feb 2021
A Multiscale Graph Convolutional Network for Change Detection in Homogeneous and Heterogeneous Remote Sensing Images Junzheng Wu Biao Li Yao Qin W. Ni Han Zhang Yuli Sun 20 58 0 16 Feb 2021
A Survey of Machine Learning for Computer Architecture and Systems Nan Wu Yuan Xie AI4TS AI4CE 12 144 0 16 Feb 2021
Few-Shot Graph Learning for Molecular Property Prediction Zhichun Guo Chuxu Zhang W. Yu John E. Herr Olaf Wiest Meng-Long Jiang Nitesh V. Chawla AI4CE 116 169 0 16 Feb 2021
Topological Graph Neural Networks Max Horn E. Brouwer Michael Moor Yves Moreau Bastian Alexander Rieck Karsten M. Borgwardt AI4CE 25 90 0 15 Feb 2021
Network of Tensor Time Series Baoyu Jing Hanghang Tong Yada Zhu AI4TS 14 33 0 15 Feb 2021
User Embedding based Neighborhood Aggregation Method for Inductive Recommendation Rahul Ragesh Sundararajan Sellamanickam Vijay Lingam Arun Shankar Iyer Ramakrishna Bairi GNN 30 6 0 15 Feb 2021
Relation-aware Graph Attention Model With Adaptive Self-adversarial Training Xiao Qin Nasrullah Sheikh B. Reinwald Lingfei Wu 53 30 0 14 Feb 2021
How Framelets Enhance Graph Neural Networks Xuebin Zheng Bingxin Zhou Junbin Gao Yu Guang Wang Pietro Lió Ming Li Guido Montúfar 51 69 0 13 Feb 2021
Sequential Recommendation in Online Games with Multiple Sequences, Tasks and User Levels Si Chen Yuqiu Qian Hui Li Chen Lin OffRL LRM 13 4 0 13 Feb 2021
Multi-Channel Speech Enhancement using Graph Neural Networks Panagiotis Tzirakis Anurag Kumar Jacob Donley 8 36 0 13 Feb 2021
Online Graph Dictionary Learning Cédric Vincent-Cuaz Titouan Vayer Rémi Flamary Marco Corneli Nicolas Courty 28 44 0 12 Feb 2021
Large Scale Distributed Collaborative Unlabeled Motion Planning with Graph Policy Gradients Arbaaz Khan Vijay R. Kumar Alejandro Ribeiro 8 12 0 11 Feb 2021
A Comparison of Deep-Learning Methods for Analysing and Predicting Business Processes Ishwar Venugopal Jessica Töllich Michael Fairbank A. Scherp 26 30 0 11 Feb 2021
Doctor Imitator: Hand-Radiography-based Bone Age Assessment by Imitating Scoring Methods Jintai Chen Bohan Yu Biwen Lei Ruiwei Feng D. Z. Chen Jian Wu MedIm 13 7 0 10 Feb 2021
Enhance Information Propagation for Graph Neural Network by Heterogeneous Aggregations Dawei Leng Jinjiang Guo Lurong Pan Jie Li Xinyu Wang GNN 11 9 0 08 Feb 2021
Graph Neural Network to Dilute Outliers for Refactoring Monolith Application Utkarsh Desai S. Bandyopadhyay Srikanth G. Tamilselvam 11 63 0 07 Feb 2021
Speaker attribution with voice profiles by graph-based semi-supervised learning Jixuan Wang Xiong Xiao Jian Wu Ranjani Ramamurthy Frank Rudzicz M. Brudno 8 10 0 06 Feb 2021
Machine Learning Applications on Neuroimaging for Diagnosis and Prognosis of Epilepsy: A Review Jie Yuan Xuming Ran Keyin Liu Chen Yao Yi Yao Haiyan Wu Quanying Liu OOD 19 48 0 05 Feb 2021
CF-GNNExplainer: Counterfactual Explanations for Graph Neural Networks Ana Lucic Maartje ter Hoeve Gabriele Tolomei Maarten de Rijke Fabrizio Silvestri 115 142 0 05 Feb 2021
Self-Supervised Deep Graph Embedding with High-Order Information Fusion for Community Discovery Shuliang Xu Sheng-lan Liu Lin Feng SSL 11 2 0 05 Feb 2021
Learning Conjoint Attentions for Graph Neural Nets Tiantian He Yew-Soon Ong Lu Bai GNN 20 52 0 05 Feb 2021
Metaknowledge Extraction Based on Multi-Modal Documents Shukan Liu Ruilin Xu Boying Geng Qiao Sun Li Duan Yiming Liu 30 4 0 05 Feb 2021
OmiEmbed: a unified multi-task deep learning framework for multi-omics data Xiaoyu Zhang Yuting Xing Kai Sun Yike Guo 17 60 0 03 Feb 2021
Graph Classification Based on Skeleton and Component Features Xue-bo Liu Wei Wei Xiangnan Feng Xiaobo Cao Dan Sun 11 2 0 02 Feb 2021
Post-OCR Paragraph Recognition by Graph Convolutional Networks Renshen Wang Yasuhisa Fujii Ashok Popat GNN 31 20 0 29 Jan 2021
AGSTN: Learning Attention-adjusted Graph Spatio-Temporal Networks for Short-term Urban Sensor Value Forecasting Yi-Ju Lu Cheng-Te Li AI4TS 9 16 0 29 Jan 2021
Embedding Symbolic Temporal Knowledge into Deep Sequential Models Yaqi Xie Fan Zhou Harold Soh AI4CE 13 19 0 28 Jan 2021
Interpreting and Unifying Graph Neural Networks with An Optimization Framework Meiqi Zhu Xiao Wang C. Shi Houye Ji Peng Cui AI4CE 52 197 0 28 Jan 2021
Im2Mesh GAN: Accurate 3D Hand Mesh Recovery from a Single RGB Image Akila Pemasiri Kien Nguyen Thanh S. Sridharan Clinton Fookes 3DH 33 4 0 27 Jan 2021