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Inductive Representation Learning on Large Graphs

7 June 2017

Papers citing "Inductive Representation Learning on Large Graphs"

50 / 5,534 papers shown

Title
Deep Surrogate Docking: Accelerating Automated Drug Discovery with Graph Neural Networks Ryien Hosseini F. Simini Austin R. Clyde A. Ramanathan 64 5 0 04 Nov 2022
Weisfeiler and Leman go Hyperbolic: Learning Distance Preserving Node Representations Giannis Nikolentzos Michail Chatzianastasis Michalis Vazirgiannis 60 8 0 04 Nov 2022
Fraudulent User Detection Via Behavior Information Aggregation Network (BIAN) On Large-Scale Financial Social Network Hanyi Hu Long Zhang Shuang Li Zhi Liu Yao Yang Chongning Na 81 0 0 04 Nov 2022
Relating graph auto-encoders to linear models Solveig Klepper U. V. Luxburg 66 1 0 03 Nov 2022
Joint Data and Feature Augmentation for Self-Supervised Representation Learning on Point Clouds Zhuheng Lu Yuewei Dai Weiqing Li Zhiyong Su 3DPC 90 4 0 02 Nov 2022
Ranking-based Group Identification via Factorized Attention on Social Tripartite Graph Mingdai Yang Zhiwei Liu Liangwei Yang Xiao-lin Liu Chen Wang Hao Peng Philip S. Yu 47 12 0 02 Nov 2022
Impact Of Missing Data Imputation On The Fairness And Accuracy Of Graph Node Classifiers Haris Mansoor Sarwan Ali Shafiq Alam Muhammad Asad Khan U. Hassan Imdadullah Khan FaML 82 5 0 01 Nov 2022
Leveraging commonsense for object localisation in partial scenes Francesco Giuliari Geri Skenderi Marco Cristani Alessio Del Bue Yiming Wang 90 2 0 01 Nov 2022
GLINKX: A Scalable Unified Framework For Homophilous and Heterophilous Graphs Marios Papachristou Rishab Goel Frank Portman M. Miller Rong Jin 98 0 0 01 Nov 2022
Efficient Graph Neural Network Inference at Large Scale Xin-pu Gao Wentao Zhang Yingxia Shao Quoc Viet Hung Nguyen Tengjiao Wang Hongzhi Yin AI4CE GNN 121 8 0 01 Nov 2022
Distributed Graph Neural Network Training: A Survey Yingxia Shao Hongzheng Li Xizhi Gu Hongbo Yin Yawen Li Xupeng Miao Wentao Zhang Tengjiao Wang Lei Chen GNN AI4CE 144 65 0 01 Nov 2022
Spatial-Temporal Synchronous Graph Transformer network (STSGT) for COVID-19 forecasting Smart Health Ming Dong Ying Li AI4TS 53 14 0 31 Oct 2022
The Open MatSci ML Toolkit: A Flexible Framework for Machine Learning in Materials Science Santiago Miret Kin Long Kelvin Lee Carmelo Gonzales Marcel Nassar Matthew Spellings 85 19 0 31 Oct 2022
Agglomeration of Polygonal Grids using Graph Neural Networks with applications to Multigrid solvers P. Antonietti N. Farenga E. Manuzzi G. Martinelli L. Saverio AI4CE 60 22 0 31 Oct 2022
GNN at the Edge: Cost-Efficient Graph Neural Network Processing over Distributed Edge Servers Liekang Zeng Chong Yang Peng Huang Zhi Zhou Shuai Yu Xu Chen GNN 95 30 0 31 Oct 2022
Improving Graph Neural Networks with Learnable Propagation Operators Moshe Eliasof Lars Ruthotto Eran Treister 102 23 0 31 Oct 2022
Towards Relation-centered Pooling and Convolution for Heterogeneous Graph Learning Networks Tiehua Zhang Yuze Liu Yaohan Yao Youhua Xia Xin Chen Xiaowei Huang Jiongdao Jin 102 2 0 31 Oct 2022
When Do We Need Graph Neural Networks for Node Classification? Sitao Luan Chenqing Hua Qincheng Lu Jiaqi Zhu Xiaoming Chang Doina Precup 83 0 0 30 Oct 2022
Learning Heuristics for the Maximum Clique Enumeration Problem Using Low Dimensional Representations Ali Baran Tasdemir Tuna Karacan Emir Kaan Kirmaci Lale Özkahya 28 0 0 30 Oct 2022
Time-aware Metapath Feature Augmentation for Ponzi Detection in Ethereum Chengxiang Jin Jiajun Zhou Jie Jin Jia-Jian Wu Qi Xuan AI4TS 79 10 0 30 Oct 2022
Graph Fuzzy System: Concepts, Models and Algorithms F. Hu Zhaohong Deng Zhenping Xie K. Choi Shitong Wang 63 1 0 30 Oct 2022
DisenPOI: Disentangling Sequential and Geographical Influence for Point-of-Interest Recommendation Yifang Qin Yifan Wang Fang Sun Wei Ju Xuyang Hou Zhe Wang Jia Cheng Jun Lei Ming Zhang 79 48 0 29 Oct 2022
Explaining the Explainers in Graph Neural Networks: a Comparative Study Antonio Longa Steve Azzolin G. Santin G. Cencetti Pietro Lio Bruno Lepri Andrea Passerini 113 31 0 27 Oct 2022
3D Shape Knowledge Graph for Cross-domain 3D Shape Retrieval Rihao Chang Yongtao Ma Tong Hao Weizhi Nie 61 5 0 27 Oct 2022
Federated Graph Representation Learning using Self-Supervision Susheel Suresh Daniel Godbout Arko Provo Mukherjee Mayank Shrivastava Jennifer Neville Pan Li OOD FedML 70 2 0 27 Oct 2022
TuneUp: A Simple Improved Training Strategy for Graph Neural Networks Weihua Hu Kaidi Cao Kexin Huang E-Wen Huang Karthik Subbian Kenji Kawaguchi J. Leskovec 89 0 0 26 Oct 2022
Learning on Large-scale Text-attributed Graphs via Variational Inference Jianan Zhao Meng Qu Chaozhuo Li Hao Yan Qian Liu Rui Li Xing Xie Jian Tang VLM 142 142 0 26 Oct 2022
Network Aware Compute and Memory Allocation in Optically Composable Data Centres with Deep Reinforcement Learning and Graph Neural Networks Zacharaya Shabka G. Zervas GNN 46 4 0 26 Oct 2022
Meta-node: A Concise Approach to Effectively Learn Complex Relationships in Heterogeneous Graphs Jiwoong Park Jisu Jeong Kyungmin Kim Hawook Jeong 44 1 0 26 Oct 2022
LaundroGraph: Self-Supervised Graph Representation Learning for Anti-Money Laundering Mário Cardoso Pedro Saleiro P. Bizarro MLAU AI4TS 70 26 0 25 Oct 2022
FocusedCleaner: Sanitizing Poisoned Graphs for Robust GNN-based Node Classification Yulin Zhu Liang Tong Gaolei Li Xiapu Luo Kai Zhou 74 6 0 25 Oct 2022
Online Cross-Layer Knowledge Distillation on Graph Neural Networks with Deep Supervision Jiongyu Guo Defang Chen Can Wang 65 3 0 25 Oct 2022
Motif-Backdoor: Rethinking the Backdoor Attack on Graph Neural Networks via Motifs Haibin Zheng Haiyang Xiong Jinyin Chen Hao-Shang Ma Guohan Huang 108 32 0 25 Oct 2022
$$\texttt{Mangrove}$: Learning Galaxy Properties from Merger Trees$ $\texttt{Mangrove}$ : Learning Galaxy Properties from Merger Trees C. K. Jespersen M. Cranmer Peter Melchior S. Ho R. Somerville Austen Gabrielpillai 67 17 0 24 Oct 2022
Layer-Neighbor Sampling -- Defusing Neighborhood Explosion in GNNs M. F. Balin Ümit V. Çatalyürek 85 17 0 24 Oct 2022
Spiking Variational Graph Auto-Encoders for Efficient Graph Representation Learning Hanxuan Yang Ruike Zhang Qingchao Kong Wenji Mao GNN 71 3 0 24 Oct 2022
Binary Graph Convolutional Network with Capacity Exploration Junfu Wang Yuanfang Guo Liang Yang Yun-an Wang GNN 70 5 0 24 Oct 2022
Geometric Knowledge Distillation: Topology Compression for Graph Neural Networks Chenxiao Yang Qitian Wu Junchi Yan 70 28 0 24 Oct 2022
Unsupervised Graph Outlier Detection: Problem Revisit, New Insight, and Superior Method Yihong Huang Liping Wang Fan Zhang Xuemin Lin 91 25 0 24 Oct 2022
Neural Eigenfunctions Are Structured Representation Learners Zhijie Deng Jiaxin Shi Hao Zhang Peng Cui Cewu Lu Jun Zhu 115 14 0 23 Oct 2022
Deep Learning in Single-Cell Analysis Dylan Molho Jiayuan Ding Zhaoheng Li Haifang Wen Wenzhuo Tang ... P. Danaher Robert Yang Y. Lei Yuying Xie Jiliang Tang 121 23 0 22 Oct 2022
The Devil is in the Conflict: Disentangled Information Graph Neural Networks for Fraud Detection Zhixun Li Dingshuo Chen Qiang Liu Shu Wu AAML 116 16 0 22 Oct 2022
Efficient Automatic Machine Learning via Design Graphs Shirley Wu Jiaxuan You J. Leskovec Rex Ying GNN 69 1 0 21 Oct 2022
Graph Few-shot Learning with Task-specific Structures Song Wang Chen Chen Jundong Li 95 24 0 21 Oct 2022
HCL: Improving Graph Representation with Hierarchical Contrastive Learning Jun Wang Weixun Li Changyu Hou Xin Tang Yixuan Qiao Rui Fang Pengyong Li Peng Gao Guowang Xie 69 1 0 21 Oct 2022
Graph Coloring via Neural Networks for Haplotype Assembly and Viral Quasispecies Reconstruction Hansheng Xue Vaibhav Rajan Yu Lin 104 5 0 21 Oct 2022
Unsupervised Image Semantic Segmentation through Superpixels and Graph Neural Networks Moshe Eliasof Nir Ben Zikri Eran Treister SSL GNN 73 4 0 21 Oct 2022
FoSR: First-order spectral rewiring for addressing oversquashing in GNNs Kedar Karhadkar P. Banerjee Guido Montúfar 107 67 0 21 Oct 2022
Privacy-Preserved Neural Graph Similarity Learning Yupeng Hou Wayne Xin Zhao Yaliang Li Ji-Rong Wen 76 1 0 21 Oct 2022
Global Counterfactual Explainer for Graph Neural Networks Mert Kosan Zexi Huang Sourav Medya Sayan Ranu Ambuj K. Singh 108 51 0 21 Oct 2022