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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
AMCAD: Adaptive Mixed-Curvature Representation based Advertisement Retrieval System Zhirong Xu Shiyang Wen Junshan Wang Guojun Liu Liang Wang ... Lei Ding Yan Zhang Di Zhang Han Zhu Bo Zheng 71 9 0 28 Mar 2022
MolGenSurvey: A Systematic Survey in Machine Learning Models for Molecule Design Yuanqi Du Tianfan Fu Jimeng Sun Shengchao Liu AI4CE 196 91 0 28 Mar 2022
A comparative analysis of Graph Neural Networks and commonly used machine learning algorithms on fake news detection Fahim Mahmud Mahi Md. Sadek Rayhan Mahdi Hasan Shuvo Islam Sadia Md. Kishor Morol GNN 59 13 0 26 Mar 2022
Metropolis-Hastings Data Augmentation for Graph Neural Networks Hyeon-ju Park Seunghun Lee S. Kim Jinyoung Park Jisu Jeong KyungHyun Kim Jung-Woo Ha Hyunwoo J. Kim 112 52 0 26 Mar 2022
SpeqNets: Sparsity-aware Permutation-equivariant Graph Networks Christopher Morris Gaurav Rattan Sandra Kiefer Siamak Ravanbakhsh 144 40 0 25 Mar 2022
Gransformer: Transformer-based Graph Generation Ahmad Khajenezhad Seyed Ali Osia Mahmood Karimian H. Beigy 122 2 0 25 Mar 2022
Lightweight Graph Convolutional Networks with Topologically Consistent Magnitude Pruning H. Sahbi GNN 58 1 0 25 Mar 2022
Dealing with Sparse Rewards Using Graph Neural Networks Matvey Gerasyov Ilya Makarov 68 2 0 25 Mar 2022
On Understanding and Mitigating the Dimensional Collapse of Graph Contrastive Learning: a Non-Maximum Removal Approach Jiawei Sun Ruoxin Chen Jie Li Chentao Wu Yue Ding Junchi Yan 78 1 0 24 Mar 2022
A Top-down Supervised Learning Approach to Hierarchical Multi-label Classification in Networks Miguel Romero J. Finke C. Rocha 53 13 0 23 Mar 2022
Ethereum Fraud Detection with Heterogeneous Graph Neural Networks H. Kanezashi Toyotaro Suzumura Xin Liu Takahiro Hirofuchi GNN 60 18 0 23 Mar 2022
Node Representation Learning in Graph via Node-to-Neighbourhood Mutual Information Maximization Wei Dong Junsheng Wu Yi-wei Luo Zongyuan Ge Peifeng Wang SSL 98 19 0 23 Mar 2022
Graph Neural Networks in Particle Physics: Implementations, Innovations, and Challenges S. Thais P. Calafiura G. Chachamis G. Dezoort Javier Mauricio Duarte S. Ganguly Michael Kagan D. Murnane Mark S. Neubauer K. Terao PINN AI4CE 129 31 0 23 Mar 2022
Exploring High-Order Structure for Robust Graph Structure Learning Guangqian Yang Yibing Zhan Jinlong Li Baosheng Yu Liu Liu Fengxiang He AAML 116 0 0 22 Mar 2022
BNS-GCN: Efficient Full-Graph Training of Graph Convolutional Networks with Partition-Parallelism and Random Boundary Node Sampling Cheng Wan Youjie Li Ang Li Namjae Kim Yingyan Lin GNN 100 79 0 21 Mar 2022
Unsupervised Network Embedding Beyond Homophily Zhiqiang Zhong Guadalupe Gonzalez Daniele Grattarola Jun Pang OODD GNN 101 6 0 21 Mar 2022
LEReg: Empower Graph Neural Networks with Local Energy Regularization Xiaojun Ma Hanyue Chen Guojie Song 67 3 0 20 Mar 2022
3D Human Pose Estimation Using Möbius Graph Convolutional Networks Niloofar Azizi Horst Possegger Emanuele Rodolà Horst Bischof 3DH 60 11 0 20 Mar 2022
A Learning Convolutional Neural Network Approach for Network Robustness Prediction Yang Lou Ruizi Wu Junli Li Lin Wang Xiang Li Guanrong Chen 33 41 0 20 Mar 2022
Encoder-Decoder Architecture for Supervised Dynamic Graph Learning: A Survey Yuecai Zhu Fuyuan Lyu Chengming Hu X. Chen Xue Liu AI4TS AI4CE 98 21 0 20 Mar 2022
Inspection-L: Self-Supervised GNN Node Embeddings for Money Laundering Detection in Bitcoin Wai Weng Lo Gayan K. Kulatilleke Mohanad Sarhan S. Layeghy Marius Portmann 89 42 0 20 Mar 2022
ZOOMER: Boosting Retrieval on Web-scale Graphs by Regions of Interest Yuezihan Jiang Yu Cheng Hanyu Zhao Wentao Zhang Xupeng Miao Yu He Liang Wang Zhi-Xin Yang Tengjiao Wang GNN 61 10 0 20 Mar 2022
PipeGCN: Efficient Full-Graph Training of Graph Convolutional Networks with Pipelined Feature Communication Cheng Wan Youjie Li Cameron R. Wolfe Anastasios Kyrillidis Namjae Kim Yingyan Lin GNN 96 70 0 20 Mar 2022
Exploiting Neighbor Effect: Conv-Agnostic GNNs Framework for Graphs with Heterophily Jie Chen Shouzhen Chen Junbin Gao Zengfeng Huang Junping Zhang Jian Pu 123 27 0 19 Mar 2022
PACE: A Parallelizable Computation Encoder for Directed Acyclic Graphs Zehao Dong Muhan Zhang Fuhai Li Yixin Chen CML GNN 113 19 0 19 Mar 2022
Meta-Weight Graph Neural Network: Push the Limits Beyond Global Homophily Xiaojun Ma Qinkai Chen Yuanyi Ren Guojie Song Liang Wang 66 22 0 19 Mar 2022
Relationformer: A Unified Framework for Image-to-Graph Generation Suprosanna Shit Rajat Koner Bastian Wittmann Johannes C. Paetzold Ivan Ezhov ... Jia Pan Sahand Sharifzadeh Georgios Kaissis Volker Tresp Bjoern Menze ViT 84 62 0 19 Mar 2022
Deep reinforcement learning guided graph neural networks for brain network analysis Xusheng Zhao Hongzhi Zhang Hao Peng Amin Beheshti Jessica J. M. Monaghan ... Mark Dras Qiong Dai Yangyang Li Philip S. Yu Lifang He GNN 135 47 0 18 Mar 2022
GAC: A Deep Reinforcement Learning Model Toward User Incentivization in Unknown Social Networks Shiqing Wu Weihua Li Quan-wei Bai GNN 70 11 0 17 Mar 2022
Few-Shot Learning on Graphs Chuxu Zhang Kaize Ding Jundong Li Xiangliang Zhang Yanfang Ye Nitesh Chawla Huan Liu 133 20 0 17 Mar 2022
Graph Representation Learning with Individualization and Refinement Mohammed Haroon Dupty W. Lee 55 3 0 17 Mar 2022
PDNS-Net: A Large Heterogeneous Graph Benchmark Dataset of Network Resolutions for Graph Learning Udesh Kumarasinghe Fatih Deniz Mohamed Nabeel PINN 31 8 0 15 Mar 2022
Supervised Contrastive Learning with Structure Inference for Graph Classification Hao Jia Junzhong Ji Minglong Lei 75 11 0 15 Mar 2022
Incorporating Heterophily into Graph Neural Networks for Graph Classification Jiayi Yang Sourav Medya Wei Ye 87 5 0 15 Mar 2022
Graph Representation Learning for Popularity Prediction Problem: A Survey Tiantian Chen Jianxiong Guo Wei-Ping Wu GNN 54 3 0 15 Mar 2022
MoReL: Multi-omics Relational Learning Arman Hasanzadeh Ehsan Hajiramezanali N. Duffield Xiaoning Qian 59 7 0 15 Mar 2022
Simplicial Attention Neural Networks L. Giusti Claudio Battiloro P. Lorenzo S. Sardellitti Sergio Barbarossa 143 33 0 14 Mar 2022
Towards Neural Sparse Linear Solvers Luca Grementieri P. Galeone 44 7 0 14 Mar 2022
Pruned Graph Neural Network for Short Story Ordering Melika Golestani Zeinab Borhanifard Farnaz Tahmasebian Heshaam Faili 51 0 0 13 Mar 2022
GRAND+: Scalable Graph Random Neural Networks Wenzheng Feng Yuxiao Dong Tinglin Huang Ziqi Yin Xu Cheng Evgeny Kharlamov Jie Tang GNN 70 44 0 12 Mar 2022
Protein Representation Learning by Geometric Structure Pretraining Zuobai Zhang Minghao Xu Arian R. Jamasb Vijil Chenthamarakshan A. Lozano Payel Das Jian Tang SSL 143 234 0 11 Mar 2022
Graph Summarization with Graph Neural Networks Maximilian Blasi M. Freudenreich Johannes Horvath David Richerby A. Scherp 100 0 0 11 Mar 2022
PathSAGE: Spatial Graph Attention Neural Networks With Random Path Sampling Junhua Ma Jiajun Li Xueming Li Xu Li 3DPC GNN 34 1 0 11 Mar 2022
Benchmarking Graphormer on Large-Scale Molecular Modeling Datasets Yu Shi Shuxin Zheng Guolin Ke Yifei Shen Jiacheng You Jiyan He Shengjie Luo Chang-Shu Liu Di He Tie-Yan Liu AI4CE 118 67 0 09 Mar 2022
Few-Sample Traffic Prediction with Graph Networks using Locale as Relational Inductive Biases Mingxiao Li Yihong Tang Wei-Ying Ma GNN AI4TS 80 10 0 08 Mar 2022
Defending Graph Convolutional Networks against Dynamic Graph Perturbations via Bayesian Self-supervision Jun Zhuang M. Hasan AAML 106 42 0 07 Mar 2022
I-GCN: A Graph Convolutional Network Accelerator with Runtime Locality Enhancement through Islandization Tong Geng Chunshu Wu Yongan Zhang Cheng Tan Chenhao Xie Haoran You Martin C. Herbordt Yingyan Lin Ang Li GNN 80 113 0 07 Mar 2022
Shift-Robust Node Classification via Graph Adversarial Clustering Qi Zhu Chao Zhang Chanyoung Park Carl Yang Jiawei Han OOD 75 6 0 07 Mar 2022
TIGGER: Scalable Generative Modelling for Temporal Interaction Graphs Shubham Gupta S. Manchanda Srikanta J. Bedathur Sayan Ranu 86 18 0 07 Mar 2022
Fast Community Detection based on Graph Autoencoder Reconstruction Chenyang Qiu Zhaoci Huang Wenzhe Xu Huijia Li GNN 23 6 0 07 Mar 2022