Deeper Insights into Graph Convolutional Networks for Semi-Supervised Learning

22 January 2018

Xiao-Ming Wu

Papers citing "Deeper Insights into Graph Convolutional Networks for Semi-Supervised Learning"

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Title
A Unification Framework for Euclidean and Hyperbolic Graph Neural Networks Mehrdad Khatir Nurendra Choudhary Sutanay Choudhury Khushbu Agarwal Chandan K. Reddy 29 4 0 09 Jun 2022
Alternately Optimized Graph Neural Networks Haoyu Han Xiaorui Liu Haitao Mao Torkamani Ali Feng Shi Victor E. Lee Jiliang Tang GNN 49 8 0 08 Jun 2022
Multi-Behavior Sequential Recommendation with Temporal Graph Transformer Lianghao Xia Chao Huang Yong-mei Xu Jiangsen Pei HAI 40 50 0 06 Jun 2022
On Calibration of Graph Neural Networks for Node Classification Tong Liu Yushan Liu Marcel Hildebrandt Mitchell Joblin Hang Li Volker Tresp 33 11 0 03 Jun 2022
Can Hybrid Geometric Scattering Networks Help Solve the Maximum Clique Problem? Yimeng Min Frederik Wenkel Michael Perlmutter Guy Wolf GNN 19 16 0 03 Jun 2022
Shortest Path Networks for Graph Property Prediction Ralph Abboud Radoslav Dimitrov .Ismail .Ilkan Ceylan GNN 31 46 0 02 Jun 2022
Vision GNN: An Image is Worth Graph of Nodes Kai Han Yunhe Wang Jianyuan Guo Yehui Tang Enhua Wu GNN 3DH 26 357 0 01 Jun 2022
Strategic Classification with Graph Neural Networks Itay Eilat Ben Finkelshtein Chaim Baskin Nir Rosenfeld 42 12 0 31 May 2022
Label-Enhanced Graph Neural Network for Semi-supervised Node Classification Le Yu Leilei Sun Bowen Du T. Zhu Weifeng Lv 43 14 0 31 May 2022
Rethinking Graph Neural Networks for Anomaly Detection Jianheng Tang Jiajin Li Zi-Chao Gao Jia Li 71 208 0 31 May 2022
Universal Deep GNNs: Rethinking Residual Connection in GNNs from a Path Decomposition Perspective for Preventing the Over-smoothing Jie Chen Weiqi Liu Zhizhong Huang Junbin Gao Junping Zhang Jian Pu 37 3 0 30 May 2022
Personalized PageRank Graph Attention Networks Julie Choi GNN 13 5 0 27 May 2022
Bayesian Robust Graph Contrastive Learning Yancheng Wang Yingzhen Yang OOD 30 1 0 27 May 2022
Deep Ensembles for Graphs with Higher-order Dependencies Steven J. Krieg William C. Burgis Patrick M. Soga Nitesh Chawla AI4CE GNN 24 3 0 27 May 2022
Asynchronous Neural Networks for Learning in Graphs Lukas Faber Roger Wattenhofer GNN 27 3 0 24 May 2022
Not too little, not too much: a theoretical analysis of graph (over)smoothing Nicolas Keriven 57 91 0 24 May 2022
Compressing Deep Graph Neural Networks via Adversarial Knowledge Distillation Huarui He Jie Wang Zhanqiu Zhang Feng Wu 25 40 0 24 May 2022
Monitoring of Perception Systems: Deterministic, Probabilistic, and Learning-based Fault Detection and Identification Pasquale Antonante Heath Nilsen Luca Carlone 55 24 0 22 May 2022
Simplifying Node Classification on Heterophilous Graphs with Compatible Label Propagation Zhiqiang Zhong Sergey Ivanov Jun Pang 45 9 0 19 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 27 2 0 15 May 2022
Simple Contrastive Graph Clustering Yue Liu Xihong Yang Sihang Zhou Xinwang Liu GNN 49 110 0 11 May 2022
Deep Graph Clustering via Mutual Information Maximization and Mixture Model Maedeh Ahmadi M. Safayani Abdolreza Mirzaei 19 4 0 10 May 2022
Select and Calibrate the Low-confidence: Dual-Channel Consistency based Graph Convolutional Networks S. Shi Jian Chen Kai Qiao Shuai Yang Linyuan Wang B. Yan GNN 28 1 0 08 May 2022
Learning Label Initialization for Time-Dependent Harmonic Extension A. Azad 33 1 0 03 May 2022
Logiformer: A Two-Branch Graph Transformer Network for Interpretable Logical Reasoning Fangzhi Xu Jun Liu Qika Lin Yudai Pan Lingling Zhang 31 24 0 02 May 2022
GTNet: A Tree-Based Deep Graph Learning Architecture Nan Wu Chaofan Wang 21 5 0 27 Apr 2022
Unified GCNs: Towards Connecting GCNs with CNNs Ziyan Zhang Bo Jiang Bin Luo GNN 36 1 0 26 Apr 2022
Hypergraph Transformer: Weakly-supervised Multi-hop Reasoning for Knowledge-based Visual Question Answering Y. Heo Eun-Sol Kim Woo Suk Choi Byoung-Tak Zhang 29 27 0 22 Apr 2022
DropMessage: Unifying Random Dropping for Graph Neural Networks Taoran Fang Zhiqing Xiao Chunping Wang Jiarong Xu Xuan Yang Yang Yang 24 47 0 21 Apr 2022
Effects of Graph Convolutions in Multi-layer Networks Aseem Baranwal K. Fountoulakis Aukosh Jagannath 23 24 0 20 Apr 2022
Rumor Detection with Self-supervised Learning on Texts and Social Graph Yuan Gao Xiang Wang Xiangnan He Huamin Feng Yongdong Zhang SSL 29 45 0 19 Apr 2022
Label Efficient Regularization and Propagation for Graph Node Classification Tian Xie Rajgopal Kannan C.-C. Jay Kuo 27 2 0 19 Apr 2022
Graph Neural Networks Designed for Different Graph Types: A Survey J. M. Thomas Alice Moallemy-Oureh Silvia Beddar-Wiesing Clara Holzhuter 31 29 0 06 Apr 2022
A Survey on Graph Representation Learning Methods Shima Khoshraftar A. An GNN AI4TS 49 109 0 04 Apr 2022
The Group Loss++: A deeper look into group loss for deep metric learning Ismail Elezi Jenny Seidenschwarz Laurin Wagner Sebastiano Vascon Alessandro Torcinovich Marcello Pelillo Laura Leal-Taixe 32 12 0 04 Apr 2022
Learning to solve Minimum Cost Multicuts efficiently using Edge-Weighted Graph Convolutional Neural Networks Steffen Jung Margret Keuper GNN 24 3 0 04 Apr 2022
GraFN: Semi-Supervised Node Classification on Graph with Few Labels via Non-Parametric Distribution Assignment Junseok Lee Yunhak Oh Yeonjun In Namkyeong Lee Dongmin Hyun Chanyoung Park 27 12 0 04 Apr 2022
Preventing Over-Smoothing for Hypergraph Neural Networks Guan-Wun Chen Jiying Zhang Xi Xiao Yang Li 28 22 0 31 Mar 2022
AEGNN: Asynchronous Event-based Graph Neural Networks S. Schaefer Daniel Gehrig Davide Scaramuzza GNN 26 142 0 31 Mar 2022
Hypergraph Convolutional Networks via Equivalency between Hypergraphs and Undirected Graphs Jiying Zhang Fuyang Li Xi Xiao Tingyang Xu Yu Rong Junzhou Huang Yatao Bian GNN 18 24 0 31 Mar 2022
Neighbor Enhanced Graph Convolutional Networks for Node Classification and Recommendation Hao Chen Zhong Huang Yue Xu Zengde Deng Feiran Huang Peng He Zhoujun Li GNN 19 51 0 30 Mar 2022
Understanding Graph Convolutional Networks for Text Classification S. Han Zihan Yuan Kunze Wang Siqu Long Josiah Poon GNN 29 16 0 30 Mar 2022
Enhanced compound-protein binding affinity prediction by representing protein multimodal information via a coevolutionary strategy Binjie Guo Hanyu Zheng Haohan Jiang Xiaodan Li Nai-Yang Guan Yanming Zuo Yicheng Zhang Hengfu Yang Xuhua Wang 19 4 0 30 Mar 2022
Exploring High-Order Structure for Robust Graph Structure Learning Guangqian Yang Yibing Zhan Jinlong Li Baosheng Yu Liu Liu Fengxiang He AAML 9 0 0 22 Mar 2022
LEReg: Empower Graph Neural Networks with Local Energy Regularization Xiaojun Ma Hanyue Chen Guojie Song 27 3 0 20 Mar 2022
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport Jiying Zhang Xi Xiao Long-Kai Huang Yu Rong Yatao Bian OT 32 32 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 52 24 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 25 22 0 19 Mar 2022
AdaLoGN: Adaptive Logic Graph Network for Reasoning-Based Machine Reading Comprehension Xiao Li Gong Cheng Ziheng Chen Yawei Sun Yuzhong Qu NAI AI4CE 20 18 0 16 Mar 2022
Incorporating Heterophily into Graph Neural Networks for Graph Classification Jiayi Yang Sourav Medya Wei Ye 38 4 0 15 Mar 2022