Position-aware Graph Neural Networks

11 June 2019

Papers citing "Position-aware Graph Neural Networks"

50 / 245 papers shown

Title
PhysGNN: A Physics-Driven Graph Neural Network Based Model for Predicting Soft Tissue Deformation in Image-Guided Neurosurgery Yasmin Salehi D. Giannacopoulos AI4CE 21 27 0 09 Sep 2021
AdaGNN: A multi-modal latent representation meta-learner for GNNs based on AdaBoosting Qinyi Zhu Yiou Xiao AI4CE 45 3 0 14 Aug 2021
Missing Data Estimation in Temporal Multilayer Position-aware Graph Neural Network (TMP-GNN) Bahareh Najafi S. Parsaeefard A. Leon-Garcia 19 3 0 07 Aug 2021
A Survey on Role-Oriented Network Embedding Pengfei Jiao Xuan Guo T. Pan Wang Zhang Yulong Pei GNN 21 18 0 18 Jul 2021
On Positional and Structural Node Features for Graph Neural Networks on Non-attributed Graphs Hejie Cui Zijie Lu Pan Li Carl Yang 15 80 0 03 Jul 2021
Federated Graph Classification over Non-IID Graphs Han Xie Jing Ma Li Xiong Carl Yang FedML 11 153 0 25 Jun 2021
ROPE: Reading Order Equivariant Positional Encoding for Graph-based Document Information Extraction Chen-Yu Lee Chun-Liang Li Chu Wang Renshen Wang Yasuhisa Fujii Siyang Qin Ashok Popat Tomas Pfister 20 26 0 21 Jun 2021
Do Transformers Really Perform Bad for Graph Representation? Chengxuan Ying Tianle Cai Shengjie Luo Shuxin Zheng Guolin Ke Di He Yanming Shen Tie-Yan Liu GNN 48 435 0 09 Jun 2021
Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling Chuizheng Meng Sirisha Rambhatla Yan Liu FedML 24 119 0 09 Jun 2021
Non-Autoregressive Electron Redistribution Modeling for Reaction Prediction Hangrui Bi Hengyi Wang Chence Shi Connor W. Coley Jian Tang Hongyu Guo 16 19 0 08 Jun 2021
Hashing-Accelerated Graph Neural Networks for Link Prediction Wei Wu Bin Li Chuan Luo Wolfgang Nejdl GNN 17 42 0 29 May 2021
Position-Sensing Graph Neural Networks: Proactively Learning Nodes Relative Positions Zhenyue Qin Saeed Anwar Dongwoo Kim Yang Liu Pan Ji Tom Gedeon 30 2 0 24 May 2021
Meta-Inductive Node Classification across Graphs Zhihao Wen Yuan Fang Zemin Liu 41 34 0 14 May 2021
The Power of the Weisfeiler-Leman Algorithm for Machine Learning with Graphs Christopher Morris Matthias Fey Nils M. Kriege GNN 34 23 0 12 May 2021
Graph Attention Networks with Positional Embeddings Liheng Ma Reihaneh Rabbany Adriana Romero Soriano GNN 33 20 0 09 May 2021
Graph Inference Representation: Learning Graph Positional Embeddings with Anchor Path Encoding Yuheng Lu Jinpeng Chen Chuxiong Sun Jie Hu GNN 25 2 0 09 May 2021
OR-Net: Pointwise Relational Inference for Data Completion under Partial Observation Qianyu Feng Linchao Zhu Bang Zhang Pan Pan Yi Yang 16 0 0 02 May 2021
Heterogeneous Grid Convolution for Adaptive, Efficient, and Controllable Computation Ryuhei Hamaguchi Yasutaka Furukawa Masaki Onishi Ken Sakurada 21 4 0 22 Apr 2021
Edgeless-GNN: Unsupervised Representation Learning for Edgeless Nodes Yong-Min Shin Cong Tran Won-Yong Shin Xin Cao SSL 27 6 0 12 Apr 2021
Language-Agnostic Representation Learning of Source Code from Structure and Context Daniel Zügner Tobias Kirschstein Michele Catasta J. Leskovec Stephan Günnemann 30 119 0 21 Mar 2021
GraphSMOTE: Imbalanced Node Classification on Graphs with Graph Neural Networks Tianxiang Zhao Xiang Zhang Suhang Wang 19 317 0 16 Mar 2021
Size-Invariant Graph Representations for Graph Classification Extrapolations Beatrice Bevilacqua Yangze Zhou Bruno Ribeiro OOD 35 108 0 08 Mar 2021
Meta-Learning with Graph Neural Networks: Methods and Applications Debmalya Mandal Sourav Medya Brian Uzzi Charu C. Aggarwal AI4CE 33 22 0 27 Feb 2021
Accurate Learning of Graph Representations with Graph Multiset Pooling Jinheon Baek Minki Kang Sung Ju Hwang 36 173 0 23 Feb 2021
Exploring the Limits of Few-Shot Link Prediction in Knowledge Graphs Dora Jambor Komal K. Teru Joelle Pineau William L. Hamilton 12 9 0 05 Feb 2021
Identity-aware Graph Neural Networks Jiaxuan You Jonathan M. Gomes-Selman Rex Ying J. Leskovec 19 249 0 25 Jan 2021
Learning Parametrised Graph Shift Operators George Dasoulas J. Lutzeyer Michalis Vazirgiannis OOD 24 21 0 25 Jan 2021
A Unifying Generative Model for Graph Learning Algorithms: Label Propagation, Graph Convolutions, and Combinations Junteng Jia Austin R. Benson 29 28 0 19 Jan 2021
Graph Networks with Spectral Message Passing Kimberly L. Stachenfeld Jonathan Godwin Peter W. Battaglia 41 12 0 31 Dec 2020
A Generalization of Transformer Networks to Graphs Vijay Prakash Dwivedi Xavier Bresson AI4CE 50 721 0 17 Dec 2020
Graph Neural Networks: Taxonomy, Advances and Trends Yu Zhou Haixia Zheng Xin Huang Shufeng Hao Dengao Li Jumin Zhao AI4TS 25 117 0 16 Dec 2020
Hierarchical Graph Capsule Network Jinyu Yang P. Zhao Yu Rong Chao-chao Yan Chunyuan Li Hehuan Ma Junzhou Huang 24 30 0 16 Dec 2020
Adversarial Permutation Guided Node Representations for Link Prediction Indradyumna Roy A. De Soumen Chakrabarti 38 15 0 13 Dec 2020
Pair-view Unsupervised Graph Representation Learning You Li Binli Luo Ning Gui SSL 11 2 0 11 Dec 2020
Explainable Link Prediction for Privacy-Preserving Contact Tracing Balaji Ganesan Hima Patel S. Mehta 15 6 0 10 Dec 2020
Utilising Graph Machine Learning within Drug Discovery and Development Thomas Gaudelet Ben Day Arian R. Jamasb Jyothish Soman Cristian Regep ... Jian Tang D. Roblin Tom L. Blundell M. Bronstein J. Taylor-King AI4CE 29 36 0 09 Dec 2020
Deep Graph Neural Networks with Shallow Subgraph Samplers Hanqing Zeng Muhan Zhang Yinglong Xia Ajitesh Srivastava Andrey Malevich Rajgopal Kannan Viktor Prasanna Long Jin Ren Chen GNN 14 24 0 02 Dec 2020
Design Space for Graph Neural Networks Jiaxuan You Rex Ying J. Leskovec GNN AI4CE 33 315 0 17 Nov 2020
Automorphic Equivalence-aware Graph Neural Network Fengli Xu Quanming Yao Pan Hui Yong Li 23 5 0 09 Nov 2020
Handling Missing Data with Graph Representation Learning Jiaxuan You Xiaobai Ma D. Ding Mykel Kochenderfer J. Leskovec 25 170 0 30 Oct 2020
Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning Muhan Zhang Pan Li Yinglong Xia Kai Wang Long Jin 19 186 0 30 Oct 2020
On Graph Neural Networks versus Graph-Augmented MLPs Lei Chen Zhengdao Chen Joan Bruna 21 44 0 28 Oct 2020
Co-embedding of Nodes and Edges with Graph Neural Networks Xiaodong Jiang Ronghang Zhu Pengsheng Ji Sheng Li GNN 22 75 0 25 Oct 2020
Graph Information Bottleneck Tailin Wu Hongyu Ren Pan Li J. Leskovec AAML 93 224 0 24 Oct 2020
On the Equivalence of Decoupled Graph Convolution Network and Label Propagation Hande Dong Jiawei Chen Fuli Feng Xiangnan He Shuxian Bi Zhaolin Ding Peng Cui BDL 35 102 0 23 Oct 2020
Multi-grained Semantics-aware Graph Neural Networks Zhiqiang Zhong Chengzong Li Jun Pang AI4CE 19 8 0 01 Oct 2020
Beyond Localized Graph Neural Networks: An Attributed Motif Regularization Framework Aravind Sankar Junting Wang A. Krishnan Hari Sundaram 30 21 0 11 Sep 2020
Hierarchical Message-Passing Graph Neural Networks Zhiqiang Zhong Cheng-Te Li Jun Pang 30 47 0 08 Sep 2020
Permutation-equivariant and Proximity-aware Graph Neural Networks with Stochastic Message Passing Ziwei Zhang Chenhao Niu Peng Cui Jian Pei Bo Zhang Wenwu Zhu 21 2 0 05 Sep 2020
Distance Encoding: Design Provably More Powerful Neural Networks for Graph Representation Learning Pan Li Yanbang Wang Hongwei Wang J. Leskovec GNN 31 12 0 31 Aug 2020