Inductive Representation Learning on Large Graphs

7 June 2017

Papers citing "Inductive Representation Learning on Large Graphs"

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Title
Low-bit Quantization for Deep Graph Neural Networks with Smoothness-aware Message Propagation Shuang Wang B. Eravcı Rustam Guliyev Hakan Ferhatosmanoglu GNN MQ 43 7 0 29 Aug 2023
Graph-based Asynchronous Event Processing for Rapid Object Recognition Yijin Li Han Zhou Bangbang Yang Yexin Zhang Zhaopeng Cui Hujun Bao Guofeng Zhang 46 95 0 28 Aug 2023
GKGNet: Group K-Nearest Neighbor based Graph Convolutional Network for Multi-Label Image Recognition Ruijie Yao Sheng Jin Lumin Xu Wang Zeng Wentao Liu Chao Qian Ping Luo Ji Wu 35 2 0 28 Aug 2023
Class-Imbalanced Graph Learning without Class Rebalancing Zhining Liu Ruizhong Qiu Zhichen Zeng Hyunsik Yoo David Zhou Zhe Xu Yada Zhu Kommy Weldemariam Jingrui He Hanghang Tong AI4CE 44 10 0 27 Aug 2023
SPEED: Streaming Partition and Parallel Acceleration for Temporal Interaction Graph Embedding Xiangshan Chen Yongxiang Liao Yun Xiong Yao Zhang Si-Yuan Zhang Jiawei Zhang Yiheng Sun 44 6 0 27 Aug 2023
Universal Graph Continual Learning Thanh Duc Hoang Do Viet Tung Duy-Hung Nguyen Bao-Sinh Nguyen Huy Hoang Nguyen Hung Le CLL 35 3 0 27 Aug 2023
A Survey of Imbalanced Learning on Graphs: Problems, Techniques, and Future Directions Zemin Liu Yuan N. Li Nan-Fang Chen Qian Wang Bryan Hooi Bin He FaML 34 14 0 26 Aug 2023
Collaborative Information Dissemination with Graph-based Multi-Agent Reinforcement Learning Raffaele Galliera Kristen Brent Venable Matteo Bassani N. Suri 29 1 0 25 Aug 2023
TpuGraphs: A Performance Prediction Dataset on Large Tensor Computational Graphs P. Phothilimthana Sami Abu-El-Haija Kaidi Cao Bahare Fatemi Mike Burrows Charith Mendis Bryan Perozzi GNN AI4TS 55 17 0 25 Aug 2023
Staleness-Alleviated Distributed GNN Training via Online Dynamic-Embedding Prediction Guangji Bai Ziyang Yu Zheng Chai Yue Cheng Liang Zhao GNN 48 3 0 25 Aug 2023
The intersection of video capsule endoscopy and artificial intelligence: addressing unique challenges using machine learning S. Guleria B. Schwartz Yash Sharma Philip Fernandez James A. Jablonski ... Dylan M. Hyatt Andrew Copland L. Ehsan Donald E. Brown Sana Syed 23 1 0 24 Aug 2023
A Survey of Graph Unlearning Anwar Said Hanyu Wang Mudassir Shabbir W. Abbas X. Koutsoukos MU 35 7 0 23 Aug 2023
Cached Operator Reordering: A Unified View for Fast GNN Training Julia Bazinska Andrei Ivanov Tal Ben-Nun Nikoli Dryden Maciej Besta Siyuan Shen Torsten Hoefler GNN 45 3 0 23 Aug 2023
Accel-GCN: High-Performance GPU Accelerator Design for Graph Convolution Networks Xiaoru Xie Hongwu Peng Amit Hasan Shaoyi Huang Jiahui Zhao Haowen Fang Wei Zhang Tong Geng O. Khan Caiwen Ding GNN 43 31 0 22 Aug 2023
LCCo: Lending CLIP to Co-Segmentation Xin Duan Yan Yang Liyuan Pan Xiabi Liu VLM 49 1 0 22 Aug 2023
Enhancing Graph Transformers with Hierarchical Distance Structural Encoding Yuan Luo Hongkang Li Lei Shi Xiao-Ming Wu 40 7 0 22 Aug 2023
Topological Graph Signal Compression Guillermo Bernárdez Lev Telyatnikov Eduard Alarcón A. Cabellos-Aparicio Pere Barlet-Ros Pietro Lio AI4CE 34 0 0 21 Aug 2023
Label-based Graph Augmentation with Metapath for Graph Anomaly Detection Hwan Kim Junghoon Kim Byung Suk Lee Sungsu Lim 37 0 0 21 Aug 2023
DySuse: Susceptibility Estimation in Dynamic Social Networks Yingdan Shi Jingya Zhou Congcong Zhang 19 1 0 21 Aug 2023
Geometric instability of graph neural networks on large graphs Emily L Morris Haotian Shen Weiling Du Muhammad Hamza Sajjad Borun Shi GNN 58 0 0 19 Aug 2023
GNNPipe: Scaling Deep GNN Training with Pipelined Model Parallelism Jingji Chen Zhuoming Chen Xuehai Qian GNN AI4CE 42 3 0 19 Aug 2023
Contrastive Learning for Non-Local Graphs with Multi-Resolution Structural Views Asif Khan Amos Storkey 32 1 0 19 Aug 2023
The Snowflake Hypothesis: Training Deep GNN with One Node One Receptive field Kun Wang Guohao Li Shilong Wang Guibin Zhang Kaidi Wang Yang You Xiaojiang Peng Yuxuan Liang Yang Wang 47 8 0 19 Aug 2023
Explicit Time Embedding Based Cascade Attention Network for Information Popularity Prediction Xigang Sun Jingya Zhou Ling Liu Wenqi Wei GNN AI4TS 46 21 0 19 Aug 2023
Investigating the Interplay between Features and Structures in Graph Learning Daniele Castellana Federico Errica 48 4 0 18 Aug 2023
Transitivity-Preserving Graph Representation Learning for Bridging Local Connectivity and Role-based Similarity Van Thuy Hoang O-Joun Lee 45 11 0 18 Aug 2023
Bridged-GNN: Knowledge Bridge Learning for Effective Knowledge Transfer Wendong Bi Xueqi Cheng Bingbing Xu Xiaoqian Sun Li Xu Huawei Shen 52 10 0 18 Aug 2023
FRGNN: Mitigating the Impact of Distribution Shift on Graph Neural Networks via Test-Time Feature Reconstruction Ruitian Ding Jielong Yang Feng Ji Xionghu Zhong Linbo Xie 53 1 0 18 Aug 2023
Half-Hop: A graph upsampling approach for slowing down message passing Mehdi Azabou Venkataraman Ganesh S. Thakoor Chi-Heng Lin Lakshmi Sathidevi Ran Liu Michal Valko Petar Velickovic Eva L. Dyer 57 21 0 17 Aug 2023
Modeling Edge Features with Deep Bayesian Graph Networks Daniele Atzeni Federico Errica D. Bacciu Alessio Micheli 26 6 0 17 Aug 2023
Graph Neural Network Backend for Speaker Recognition Liang He Rui Li Mengqi Niu 45 0 0 17 Aug 2023
Independent Distribution Regularization for Private Graph Embedding Qie Hu Yangqiu Song 54 4 0 16 Aug 2023
The Expressive Power of Graph Neural Networks: A Survey Bingxue Zhang Changjun Fan Shixuan Liu Kuihua Huang Xiang Zhao Jin-Yu Huang Zhong Liu 55 22 0 16 Aug 2023
DeSCo: Towards Generalizable and Scalable Deep Subgraph Counting Tianyu Fu Chiyue Wei Yu Wang Rex Ying GNN 41 6 0 16 Aug 2023
Accelerating Generic Graph Neural Networks via Architecture, Compiler, Partition Method Co-Design Shuwen Lu Zhihui Zhang Cong Guo Jingwen Leng Yangjie Zhou Minyi Guo GNN 22 1 0 16 Aug 2023
S-Mixup: Structural Mixup for Graph Neural Networks Jung-Hyun Kim Sukwon Yun Chanyoung Park 32 2 0 16 Aug 2023
Decentralized Graph Neural Network for Privacy-Preserving Recommendation Xiaolin Zheng Zhongyu Wang Chaochao Chen Jiashu Qian Yao Yang FedML 41 8 0 15 Aug 2023
Towards Temporal Edge Regression: A Case Study on Agriculture Trade Between Nations Lekang Jiang Caiqi Zhang Farimah Poursafaei Shenyang Huang 67 2 0 15 Aug 2023
Simple and Efficient Partial Graph Adversarial Attack: A New Perspective Guanghui Zhu Meng Chen Chun Yuan Jiaming Ji AAML 38 6 0 15 Aug 2023
Multi-scale Promoted Self-adjusting Correlation Learning for Facial Action Unit Detection Xin Liu Kaishen Yuan Xuesong Niu Jingang Shi Zitong Yu Huanjing Yue Jingyu Yang 32 9 0 15 Aug 2023
Graph-Segmenter: Graph Transformer with Boundary-aware Attention for Semantic Segmentation Zizhang Wu Yuanzhu Gan Tianhao Xu Fan Wang ViT 43 8 0 15 Aug 2023
KMF: Knowledge-Aware Multi-Faceted Representation Learning for Zero-Shot Node Classification Likang Wu Junji Jiang Hongke Zhao Hao Wang Defu Lian Mengdi Zhang Enhong Chen 29 4 0 15 Aug 2023
MM-GEF: Multi-modal representation meet collaborative filtering Hao Wu Alejandro Ariza-Casabona Bartlomiej Twardowski Tri Kurniawan Wijaya 22 1 0 14 Aug 2023
Language is All a Graph Needs Ruosong Ye Caiqi Zhang Runhui Wang Shuyuan Xu Yongfeng Zhang AI4CE 81 155 0 14 Aug 2023
Search to Fine-tune Pre-trained Graph Neural Networks for Graph-level Tasks Zhili Wang Shimin Di Lei Chen Xiaofang Zhou 67 9 0 14 Aug 2023
Effect of Choosing Loss Function when Using T-batching for Representation Learning on Dynamic Networks Erfan Loghmani MohammadAmin Fazli 24 4 0 13 Aug 2023
SAILOR: Structural Augmentation Based Tail Node Representation Learning Jie Liao Jintang Li Liang Chen Bing Wu Yatao Bian Zibin Zheng 38 4 0 13 Aug 2023
Learning on Graphs with Out-of-Distribution Nodes Yunho Song Donglin Wang OODD 30 40 0 13 Aug 2023
Node Embedding for Homophilous Graphs with ARGEW: Augmentation of Random walks by Graph Edge Weights J. Kim Jaeman Son Hyunsoo Kim Eunjo Lee 11 0 0 11 Aug 2023
$$\mathcal{G}^2Pxy$: Generative Open-Set Node Classification on Graphs with Proxy Unknowns$ $\mathcal{G}^2Pxy$ : Generative Open-Set Node Classification on Graphs with Proxy Unknowns Qin Zhang Zelin Shi Xiaolin Zhang Xiaojun Chen Philippe Fournier-Viger Shirui Pan 25 10 0 10 Aug 2023