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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
Scorch: A Library for Sparse Deep Learning Bobby Yan Alexander J. Root Trevor Gale David Broman Fredrik Kjolstad 78 39 0 27 May 2024
Unsupervised Generative Feature Transformation via Graph Contrastive Pre-training and Multi-objective Fine-tuning Wangyang Ying Dongjie Wang Xuanming Hu Yuanchun Zhou Charu C. Aggarwal Yanjie Fu 84 16 0 27 May 2024
TAGA: Text-Attributed Graph Self-Supervised Learning by Synergizing Graph and Text Mutual Transformations Zhengwu Zhang Yuntong Hu Bo Pan Chen Ling Liang Zhao 114 3 0 27 May 2024
HeNCler: Node Clustering in Heterophilous Graphs via Learned Asymmetric Similarity Sonny Achten Zander Op de Beeck F. Tonin Volkan Cevher Johan A. K. Suykens 130 0 0 27 May 2024
Transfer Learning Under High-Dimensional Graph Convolutional Regression Model for Node Classification Jiachen Chen Danyang Huang Liyuan Wang Kathryn L. Lunetta Debarghya Mukherjee Huimin Cheng 68 0 0 26 May 2024
Graph neural networks with configuration cross-attention for tensor compilers Dmitrii Khizbullin Eduardo Rocha de Andrade Thanh Hau Nguyen Matheus Pedroza Ferreira David R. Pugh GNN 64 0 0 26 May 2024
DPHGNN: A Dual Perspective Hypergraph Neural Networks Siddhant Saxena Shounak Ghatak Raghu Kolla Debashis Mukherjee Tanmoy Chakraborty 91 2 0 26 May 2024
Intruding with Words: Towards Understanding Graph Injection Attacks at the Text Level Runlin Lei Yuwei Hu Yuchen Ren Zhewei Wei 96 3 0 26 May 2024
Differentiable Cluster Graph Neural Network Yanfei Dong Mohammed Haroon Dupty Lambert Deng Zhuanghua Liu Yong Liang Goh Wee Sun Lee GNN 81 1 0 25 May 2024
Rethinking Independent Cross-Entropy Loss For Graph-Structured Data Rui Miao Kaixiong Zhou Yili Wang Ninghao Liu Ying Wang Xin Wang 106 5 0 24 May 2024
DFGNN: Dual-frequency Graph Neural Network for Sign-aware Feedback Yiqing Wu Ruobing Xie Zhao Zhang Xu-Yao Zhang Fuzhen Zhuang Leyu Lin Zhanhui Kang Yongjun Xu 42 2 0 24 May 2024
AGS-GNN: Attribute-guided Sampling for Graph Neural Networks Siddhartha Shankar Das S. Ferdous M. Halappanavar Edoardo Serra A. Pothen 93 2 0 24 May 2024
Repeat-Aware Neighbor Sampling for Dynamic Graph Learning Tao Zou Yuhao Mao Junchen Ye Bo Du 93 6 0 24 May 2024
Bundle Neural Networks for message diffusion on graphs Jacob Bamberger Federico Barbero Xiaowen Dong Michael M. Bronstein 125 3 0 24 May 2024
HC-GAE: The Hierarchical Cluster-based Graph Auto-Encoder for Graph Representation Learning Zhuo Xu Lu Bai Lixin Cui Ming Li Yue Wang Edwin R. Hancock GNN 79 1 0 23 May 2024
AdaGMLP: AdaBoosting GNN-to-MLP Knowledge Distillation Weigang Lu Ziyu Guan Wei Zhao Yaming Yang 80 4 0 23 May 2024
Similarity-Navigated Conformal Prediction for Graph Neural Networks Jianqing Song Jianguo Huang Wenyu Jiang Baoming Zhang Shuangjie Li Chongjun Wang 108 3 0 23 May 2024
Co-Representation Neural Hypergraph Diffusion for Edge-Dependent Node Classification Yijia Zheng Marcel Worring DiffM 78 3 0 23 May 2024
Graph Sparsification via Mixture of Graphs Guibin Zhang Xiangguo Sun Xinfeng Li Kun Wang Tianlong Chen Shirui Pan 74 9 0 23 May 2024
GCondenser: Benchmarking Graph Condensation Yilun Liu Ruihong Qiu Zi Huang DD 106 8 0 23 May 2024
A Structure-Aware Framework for Learning Device Placements on Computation Graphs Shukai Duan Heng Ping Nikos Kanakaris Xiongye Xiao Panagiotis Kyriakis ... Guixiang Ma Mihai Capota Shahin Nazarian Theodore L. Willke Paul Bogdan 117 5 0 23 May 2024
Advancing Transportation Mode Share Analysis with Built Environment: Deep Hybrid Models with Urban Road Network Dingyi Zhuang Qingyi Wang Yunhan Zheng Xiaotong Guo Shenhao Wang Haris N. Koutsopoulos Jinhua Zhao 48 0 0 23 May 2024
A Survey on Vision-Language-Action Models for Embodied AI Yueen Ma Zixing Song Yuzheng Zhuang Jianye Hao Irwin King LM&Ro 353 54 0 23 May 2024
Analysis of Corrected Graph Convolutions Robert Wang Aseem Baranwal Kimon Fountoulakis 116 0 0 22 May 2024
HeteGraph-Mamba: Heterogeneous Graph Learning via Selective State Space Model Zhenyu Pan Yoonsung Jeong Xiaoda Liu Han Liu 88 1 0 22 May 2024
LOGIN: A Large Language Model Consulted Graph Neural Network Training Framework Yiran Qiao Xiang Ao Yang Liu Jiarong Xu Xiaoqian Sun Qing He 100 4 0 22 May 2024
Rethinking and Accelerating Graph Condensation: A Training-Free Approach with Class Partition Xin Gao Tong Chen Wentao Zhang Junliang Yu Guanhua Ye Quoc Viet Hung Nguyen 149 8 0 22 May 2024
Bond Graphs for multi-physics informed Neural Networks for multi-variate time series Alexis-Raja Brachet Pierre-Yves Richard Céline Hudelot AI4CE 88 0 0 22 May 2024
Ada-HGNN: Adaptive Sampling for Scalable Hypergraph Neural Networks Shuai Wang David W. Zhang Jia-Hong Huang Stevan Rudinac Monika Kackovic Nachoem Wijnberg Marcel Worring 69 1 0 22 May 2024
Utilizing Description Logics for Global Explanations of Heterogeneous Graph Neural Networks Dominik Köhler Stefan Heindorf 152 1 0 21 May 2024
Unleash Graph Neural Networks from Heavy Tuning Lequan Lin Dai Shi Andi Han Zhiyong Wang Junbin Gao AI4CE 93 2 0 21 May 2024
GASE: Graph Attention Sampling with Edges Fusion for Solving Vehicle Routing Problems Zhenwei Wang Ruibin Bai Fazlullah Khan Ender Özcan Tiehua Zhang GNN 101 2 0 21 May 2024
How Universal Polynomial Bases Enhance Spectral Graph Neural Networks: Heterophily, Over-smoothing, and Over-squashing Keke Huang Yu Guang Wang Ming Li Pietro Lio 130 31 0 21 May 2024
Efficient Model-Stealing Attacks Against Inductive Graph Neural Networks Marcin Podhajski Jan Dubiñski Franziska Boenisch Adam Dziedzic Agnieszka Pregowska Tomasz Michalak 90 2 0 20 May 2024
Towards Graph Contrastive Learning: A Survey and Beyond Wei Ju Yifan Wang Yifang Qin Zhengyan Mao Zhiping Xiao ... Dongjie Wang Qingqing Long Siyu Yi Xiao Luo Ming Zhang 166 20 0 20 May 2024
LSEnet: Lorentz Structural Entropy Neural Network for Deep Graph Clustering Li Sun Zhenhao Huang Hao Peng Yujie Wang Chunyang Liu Philip S. Yu GNN 93 11 0 20 May 2024
Conditional Shift-Robust Conformal Prediction for Graph Neural Network Akansha Agrawal UQCV 261 1 0 20 May 2024
SeBot: Structural Entropy Guided Multi-View Contrastive Learning for Social Bot Detection Yingguang Yang Qi Wu Buyun He Hao Peng Renyu Yang Zhifeng Hao Yong Liao AAML 113 9 0 18 May 2024
Safety in Graph Machine Learning: Threats and Safeguards Song Wang Yushun Dong Binchi Zhang Zihan Chen Xingbo Fu Yinhan He Cong Shen Chuxu Zhang Nitesh Chawla Wenlin Yao 106 8 0 17 May 2024
Rethinking Graph Backdoor Attacks: A Distribution-Preserving Perspective Zhiwei Zhang Min Lin Enyan Dai Suhang Wang AAML 78 16 0 17 May 2024
Harnessing Collective Structure Knowledge in Data Augmentation for Graph Neural Networks Rongrong Ma Guansong Pang Ling-Hao Chen AI4CE 93 0 0 17 May 2024
ENADPool: The Edge-Node Attention-based Differentiable Pooling for Graph Neural Networks Zhehan Zhao Lu Bai Lixin Cui Ming Li Yue Wang Lixiang Xu Edwin R. Hancock 95 3 0 16 May 2024
A Survey of Generative Techniques for Spatial-Temporal Data Mining Qianru Zhang Haixin Wang Cheng Long Liangcai Su Xingwei He ... Tailin Wu Hongzhi Yin Siu-Ming Yiu Qi Tian Christian S. Jensen AI4TS 95 9 0 15 May 2024
SMUG-Explain: A Framework for Symbolic Music Graph Explanations E. Karystinaios Francesco Foscarin Gerhard Widmer 99 1 0 15 May 2024
Perception-Inspired Graph Convolution for Music Understanding Tasks E. Karystinaios Francesco Foscarin Gerhard Widmer 64 1 0 15 May 2024
Facilitating Feature and Topology Lightweighting: An Ethereum Transaction Graph Compression Method for Malicious Account Detection Jiajun Zhou Xuanze Chen Sheng Gong Chenkai Hu Chengxiang Jin Shanqing Yu Qi Xuan 70 1 0 14 May 2024
Graph neural networks for power grid operational risk assessment under evolving grid topology Yadong Zhang Pranav M. Karve Sankaran Mahadevan 47 0 0 12 May 2024
OXYGENERATOR: Reconstructing Global Ocean Deoxygenation Over a Century with Deep Learning Bin Lu Ze Zhao Luyu Han Xiaoying Gan Yuntao Zhou Lei Zhou Luoyi Fu Xinbing Wang Cheng Zhou Jing Zhang AI4Cl AI4CE 82 3 0 12 May 2024
CTRL: Continuous-Time Representation Learning on Temporal Heterogeneous Information Network Chenglin Li Yuanzhen Xie Chenyun Yu Lei Cheng Bo Hu Zang Li Di Niu 55 0 0 11 May 2024
GreedyViG: Dynamic Axial Graph Construction for Efficient Vision GNNs Mustafa Munir William Avery Md Mostafijur Rahman R. Marculescu GNN 102 14 0 10 May 2024