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Inductive Representation Learning on Large Graphs

7 June 2017

Papers citing "Inductive Representation Learning on Large Graphs"

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Title
A General Framework for quantifying Aleatoric and Epistemic uncertainty in Graph Neural Networks Sai Munikoti D. Agarwal Laya Das Balasubramaniam Natarajan BDL UD 90 13 0 20 May 2022
Towards Explanation for Unsupervised Graph-Level Representation Learning Qinghua Zheng Jihong Wang Minnan Luo Yaoliang Yu Jundong Li L. Yao Xiao Chang 86 1 0 20 May 2022
Representation Power of Graph Neural Networks: Improved Expressivity via Algebraic Analysis Charilaos I. Kanatsoulis Alejandro Ribeiro 63 4 0 19 May 2022
Parallel and Distributed Graph Neural Networks: An In-Depth Concurrency Analysis Maciej Besta Torsten Hoefler GNN 123 57 0 19 May 2022
Are Graph Representation Learning Methods Robust to Graph Sparsity and Asymmetric Node Information? P. Sevestre M. Neyret 66 0 0 19 May 2022
A Simple Yet Effective SVD-GCN for Directed Graphs Chunya Zou Andi Han Lequan Lin Junbin Gao GNN 102 7 0 19 May 2022
Routing and Placement of Macros using Deep Reinforcement Learning Mrinal Mathur 123 0 0 19 May 2022
Spatial-Temporal Interactive Dynamic Graph Convolution Network for Traffic Forecasting Aoyun Liu Yaying Zhang GNN AI4TS 84 33 0 18 May 2022
Generic and Trend-aware Curriculum Learning for Relation Extraction in Graph Neural Networks Nidhi Vakil Hadi Amiri 125 10 0 17 May 2022
KGNN: Distributed Framework for Graph Neural Knowledge Representation Binbin Hu Zhiyang Hu Qing Cui Jun Zhou Chuan Shi GNN 34 3 0 17 May 2022
Scalable algorithms for physics-informed neural and graph networks K. Shukla Mengjia Xu N. Trask George Karniadakis PINN AI4CE 131 41 0 16 May 2022
COIN: Communication-Aware In-Memory Acceleration for Graph Convolutional Networks Sumit K. Mandal Gokul Krishnan A. Alper Goksoy Gopikrishnan R. Nair Yu Cao Ümit Y. Ogras GNN 74 10 0 15 May 2022
Finding Global Homophily in Graph Neural Networks When Meeting Heterophily Xiang Li Renyu Zhu Yao Cheng Caihua Shan Siqiang Luo Dongsheng Li Wei Qian 98 196 0 15 May 2022
Discovering and Explaining the Representation Bottleneck of Graph Neural Networks from Multi-order Interactions Fang Wu Siyuan Li Lirong Wu Dragomir R. Radev Stan Z. Li 109 3 0 15 May 2022
Fake News Quick Detection on Dynamic Heterogeneous Information Networks Jin Ho Go Alina Sari Jiaojiao Jiang Shuiqiao Yang S. Jha GNN 36 1 0 14 May 2022
BronchusNet: Region and Structure Prior Embedded Representation Learning for Bronchus Segmentation and Classification Wenhao Huang Haifan Gong Huan Zhang Yu Wang Haofeng Li Guanbin Li H. Shen 56 4 0 14 May 2022
R5: Rule Discovery with Reinforced and Recurrent Relational Reasoning Shengyao Lu Bang Liu Keith G. Mills Shangling Jui Di Niu AI4TS 81 8 0 13 May 2022
GPN: A Joint Structural Learning Framework for Graph Neural Networks Qianggang Ding Deheng Ye Tingyang Xu P. Zhao 52 0 0 12 May 2022
S3E-GNN: Sparse Spatial Scene Embedding with Graph Neural Networks for Camera Relocalization Ran Cheng Xinyu Jiang Yuan Chen Lige Liu Tao Sun 48 1 0 12 May 2022
Hyperspectral Image Classification With Contrastive Graph Convolutional Network Wentao Yu Sheng Wan Guangyu Li Jian Yang Chen Gong 108 27 0 11 May 2022
A Survey on Fairness for Machine Learning on Graphs Charlotte Laclau C. Largeron Manvi Choudhary FaML 91 24 0 11 May 2022
NDGGNET-A Node Independent Gate based Graph Neural Networks Ye Tang Xuesong Yang Xinrui Liu Xiwei Zhao Zhangang Lin Changping Peng GNN 65 0 0 11 May 2022
Flow Completion Network: Inferring the Fluid Dynamics from Incomplete Flow Information using Graph Neural Networks Xiaodong He Yinan Wang Juan Li GNN 55 22 0 10 May 2022
SmartSAGE: Training Large-scale Graph Neural Networks using In-Storage Processing Architectures Yunjae Lee Jin-Won Chung Minsoo Rhu GNN 60 52 0 10 May 2022
Data-Free Adversarial Knowledge Distillation for Graph Neural Networks Yu-Lin Zhuang Lingjuan Lyu Chuan Shi Carl Yang Lichao Sun 63 18 0 08 May 2022
GRAPHCACHE: Message Passing as Caching for Sentence-Level Relation Extraction Yiwei Wang Muhao Chen Wenxuan Zhou Yujun Cai Yuxuan Liang Bryan Hooi GNN 42 9 0 08 May 2022
BrainIB: Interpretable Brain Network-based Psychiatric Diagnosis with Graph Information Bottleneck Kaizhong Zheng Shujian Yu Baojuan Li Robert Jenssen Badong Chen AI4MH 100 10 0 07 May 2022
LPGNet: Link Private Graph Networks for Node Classification Aashish Kolluri Teodora Baluta Bryan Hooi Prateek Saxena 113 27 0 06 May 2022
Alignahead: Online Cross-Layer Knowledge Extraction on Graph Neural Networks Jiongyu Guo Defang Chen Can Wang FedML 48 4 0 05 May 2022
KGTuner: Efficient Hyper-parameter Search for Knowledge Graph Learning Yongqi Zhang Zhanke Zhou Quanming Yao Yong Li 67 13 0 05 May 2022
Multi-Graph based Multi-Scenario Recommendation in Large-scale Online Video Services Fan Zhang Qiuying Peng Yu-Liang Wu Zheng Pan Rong Zeng David Lin Ye Qi 70 6 0 05 May 2022
FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs Song Wang Yushun Dong Xiao Huang Chen Chen Jundong Li 71 23 0 05 May 2022
Using Constraint Programming and Graph Representation Learning for Generating Interpretable Cloud Security Policies Mikhail Kazdagli Mohit Tiwari Akshat Kumar 36 3 0 02 May 2022
Graph Anisotropic Diffusion Ahmed A. A. Elhag Gabriele Corso Hannes Stärk Michael M. Bronstein DiffM GNN 67 0 0 30 Apr 2022
Heterogeneous Graph Neural Networks using Self-supervised Reciprocally Contrastive Learning Cuiying Huo Dongxiao He Peican Zhu Di Jin Jianwu Dang Weixiong Zhang Witold Pedrycz Lingfei Wu SSL 72 4 0 30 Apr 2022
RoSA: A Robust Self-Aligned Framework for Node-Node Graph Contrastive Learning Yun Zhu Jianhao Guo Fei Wu Siliang Tang 85 22 0 29 Apr 2022
TTAGN: Temporal Transaction Aggregation Graph Network for Ethereum Phishing Scams Detection Sijia Li Gaopeng Gou Chang Liu Chengshang Hou Zhenzhen Li G. Xiong GNN 45 95 0 28 Apr 2022
FlowGNN: A Dataflow Architecture for Real-Time Workload-Agnostic Graph Neural Network Inference Rishov Sarkar Stefan Abi-Karam Yuqiang He Lakshmi Sathidevi Cong Hao AI4CE GNN 101 31 0 27 Apr 2022
LiftPool: Lifting-based Graph Pooling for Hierarchical Graph Representation Learning Mingxing Xu Wenrui Dai Chenglin Li Junni Zou H. Xiong 26 5 0 27 Apr 2022
GTNet: A Tree-Based Deep Graph Learning Architecture Nan Wu Chaofan Wang 34 5 0 27 Apr 2022
Discovering Representative Attribute-stars via Minimum Description Length Jiahong Liu Min Zhou Philippe Fournier-Viger Menglin Yang Lujia Pan M. Nouioua 46 8 0 27 Apr 2022
SCGC : Self-Supervised Contrastive Graph Clustering Gayan K. Kulatilleke Marius Portmann Shekhar S. Chandra 111 10 0 27 Apr 2022
Unified GCNs: Towards Connecting GCNs with CNNs Ziyan Zhang Bo Jiang Bin Luo GNN 88 1 0 26 Apr 2022
Graph Neural Networks for Microbial Genome Recovery Andre Lamurias Alessandro Tibo Katja Hose M. Albertsen Thomas D. Nielsen 13 2 0 26 Apr 2022
Completing Networks by Learning Local Connection Patterns Zhang Zhang Ruyi Tao Yongzai Tao Mingze Qi Jiang Zhang GNN 87 0 0 25 Apr 2022
Empowering Next POI Recommendation with Multi-Relational Modeling Zhengxiong Huang Jing Ma Yushun Dong N. Foutz Jundong Li 54 23 0 24 Apr 2022
Optimizing Task Placement and Online Scheduling for Distributed GNN Training Acceleration Ziyue Luo Yixin Bao Chuan Wu GNN 45 9 0 24 Apr 2022
On Leveraging Variational Graph Embeddings for Open World Compositional Zero-Shot Learning Muhammad Umer Anwaar Zhihui Pan M. Kleinsteuber OCL BDL CoGe 80 10 0 23 Apr 2022
Reinforced Causal Explainer for Graph Neural Networks Xiang Wang Y. Wu An Zhang Fuli Feng Xiangnan He Tat-Seng Chua CML 128 47 0 23 Apr 2022
$All-optical graph representation learning using integrated diffractive photonic computing units$ All-optical graph representation learning using integrated diffractive photonic computing units Tao Yan Rui Yang Ziyang Zheng Xing Lin H. Xiong Qionghai Dai GNN 54 60 0 23 Apr 2022