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"

50 / 1,098 papers shown

Title
Clarify Confused Nodes via Separated Learning Jiajun Zhou Sheng Gong Chenxuan Xie Shanqing Yu Qi Xuan Xiaoniu Yang Xiaoniu Yang 192 3 0 04 Jun 2023
Oversmoothing: A Nightmare for Graph Contrastive Learning? Jintang Li Wangbin Sun Ruofan Wu Yuchang Zhu Liang Chen Zibin Zheng 90 2 0 03 Jun 2023
Demystifying Structural Disparity in Graph Neural Networks: Can One Size Fit All? Haitao Mao Zhikai Chen Wei Jin Haoyu Han Yao Ma Tong Zhao Neil Shah Jiliang Tang 118 36 0 02 Jun 2023
Improving Expressivity of GNNs with Subgraph-specific Factor Embedded Normalization Kaixuan Chen Shunyu Liu Tongtian Zhu Tongya Zheng Haofei Zhang Zunlei Feng Jingwen Ye Mingli Song 135 16 0 31 May 2023
Criteria Tell You More than Ratings: Criteria Preference-Aware Light Graph Convolution for Effective Multi-Criteria Recommendation Jin-Duk Park Siqing Li Xin Cao Won-Yong Shin 93 7 0 30 May 2023
Graph Neural Networks for Contextual ASR with the Tree-Constrained Pointer Generator Guangzhi Sun Chuxu Zhang P. Woodland 52 6 0 30 May 2023
Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting Zibo Liu Parshin Shojaee Chandan K. Reddy AI4TS AI4CE 68 11 0 30 May 2023
Networked Time Series Imputation via Position-aware Graph Enhanced Variational Autoencoders Dingsu Wang Yuchen Yan Ruizhong Qiu Yada Zhu Kaiyu Guan A. Margenot Hanghang Tong AI4TS 112 32 0 29 May 2023
Learning Strong Graph Neural Networks with Weak Information Yixin Liu Kaize Ding Jianling Wang V. Lee Huan Liu Shirui Pan 81 46 0 29 May 2023
Graph Inductive Biases in Transformers without Message Passing Liheng Ma Chen Lin Derek Lim Adriana Romero Soriano P. Dokania Mark Coates Philip Torr Ser-Nam Lim AI4CE 101 104 0 27 May 2023
GC-Flow: A Graph-Based Flow Network for Effective Clustering Tianchun Wang F. Mirzazadeh Xinming Zhang Jing Chen BDL 91 7 0 26 May 2023
Demystifying Oversmoothing in Attention-Based Graph Neural Networks Xinyi Wu A. Ajorlou Zihui Wu Ali Jadbabaie 123 46 0 25 May 2023
Revisiting Generalized p-Laplacian Regularized Framelet GCNs: Convergence, Energy Dynamic and Training with Non-Linear Diffusion Dai Shi Zhiqi Shao Yi Guo Qianchuan Zhao Junbin Gao 100 1 0 25 May 2023
SUVR: A Search-based Approach to Unsupervised Visual Representation Learning Yizhan Xu Chih-Yao Chen Cheng Li SSL 30 1 0 24 May 2023
Link Prediction without Graph Neural Networks Zexi Huang Mert Kosan A. Silva Ambuj K. Singh 112 3 0 23 May 2023
A Fractional Graph Laplacian Approach to Oversmoothing Sohir Maskey Raffaele Paolino Aras Bacho Gitta Kutyniok 122 37 0 22 May 2023
Language Knowledge-Assisted Representation Learning for Skeleton-Based Action Recognition Haojun Xu Yanlei Gao Zheng Hui Jie Li Xinbo Gao 72 35 0 21 May 2023
Seq-HGNN: Learning Sequential Node Representation on Heterogeneous Graph Chenguang Du Kaichun Yao Hengshu Zhu Deqing Wang Fuzhen Zhuang Hui Xiong 71 6 0 18 May 2023
Addressing Heterophily in Node Classification with Graph Echo State Networks Alessio Micheli Domenico Tortorella 100 8 0 14 May 2023
Towards Understanding the Generalization of Graph Neural Networks Huayi Tang Y. Liu GNN AI4CE 95 32 0 14 May 2023
Towards Scalable Adaptive Learning with Graph Neural Networks and Reinforcement Learning Jean Vassoyan Jill-Jênn Vie Pirmin Lemberger GNN 30 3 0 10 May 2023
Feature Expansion for Graph Neural Networks Jiaqi Sun Lin Zhang Guan-Hong Chen Kun Zhang Peng Xu Yujiu Yang GNN 56 13 0 10 May 2023
Towards Better Graph Representation Learning with Parameterized Decomposition & Filtering Mingqi Yang Wenjie Feng Yanming Shen Bryan Hooi 119 5 0 10 May 2023
Leveraging Label Non-Uniformity for Node Classification in Graph Neural Networks Feng Ji See Hian Lee Hanyang Meng Kai Zhao Jielong Yang Wee Peng Tay 115 12 0 29 Apr 2023
SceneGenie: Scene Graph Guided Diffusion Models for Image Synthesis Azade Farshad Yousef Yeganeh Yucong Chi Cheng-nan Shen Bjorn Ommer Nassir Navab DiffM 119 30 0 28 Apr 2023
Graph Convolutional Networks based on Manifold Learning for Semi-Supervised Image Classification L. P. Valem Daniel Carlos Guimarães Pedronette Longin Jan Latecki GNN SSL 69 10 0 24 Apr 2023
Segment Anything in Non-Euclidean Domains: Challenges and Opportunities Yongcheng Jing Xinchao Wang Dacheng Tao 100 22 0 23 Apr 2023
Meta-multigraph Search: Rethinking Meta-structure on Heterogeneous Information Networks Chao Li Hao Xu Kun He 79 3 0 23 Apr 2023
Bi-Level Attention Graph Neural Networks Roshni G. Iyer Wen Wang Yizhou Sun GNN 108 19 0 23 Apr 2023
GCNH: A Simple Method For Representation Learning On Heterophilous Graphs Andrea Cavallo Claas Grohnfeldt Michele Russo Giulio Lovisotto L. Vassio 63 10 0 21 Apr 2023
Decouple Graph Neural Networks: Train Multiple Simple GNNs Simultaneously Instead of One Hongyuan Zhang Yanan Zhu Xuelong Li 81 13 0 20 Apr 2023
AGNN: Alternating Graph-Regularized Neural Networks to Alleviate Over-Smoothing Zhaoliang Chen Zhihao Wu Zhe-Hui Lin Shiping Wang Claudia Plant Wenzhong Guo 64 23 0 14 Apr 2023
Best Practices for 2-Body Pose Forecasting Muhammad Rameez Ur Rahman Luca Scofano Edoardo De Matteis Alessandro Flaborea Alessio Sampieri Fabio Galasso 85 10 0 12 Apr 2023
Improving Items and Contexts Understanding with Descriptive Graph for Conversational Recommendation H. Dao Dung D. Le C. Chu 84 3 0 11 Apr 2023
RELS-DQN: A Robust and Efficient Local Search Framework for Combinatorial Optimization Yuanhang Shao Tonmoy Dey Nikola Vučković Luke Van Popering Alan Kuhnle 89 0 0 11 Apr 2023
A Comprehensive Survey on Deep Graph Representation Learning Wei Ju Zheng Fang Yiyang Gu Zequn Liu Qingqing Long ... Jingyang Yuan Yusheng Zhao Yifan Wang Xiao Luo Ming Zhang GNN AI4TS 188 163 0 11 Apr 2023
Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Augmented by ChatGPT Jiawei Zhang LRM 124 78 0 10 Apr 2023
Continual Graph Convolutional Network for Text Classification Tiandeng Wu Qijiong Liu Yinhao Cao yao. huang Xiao-Ming Wu Jiandong Ding GNN 74 10 0 09 Apr 2023
MLGCN: An Ultra Efficient Graph Convolution Neural Model For 3D Point Cloud Analysis Mohammad Khodadad Morteza Rezanejad Ali Shiraee Kasmaee K. Siddiqi Dirk Bernhardt-Walther H. Mahyar 3DPC 49 1 0 31 Mar 2023
GAT-COBO: Cost-Sensitive Graph Neural Network for Telecom Fraud Detection Xinxin Hu Haotian Chen Junjie Zhang Hongchang Chen Shuxin Liu Xing Li Yahui Wang Xiangyang Xue 50 15 0 29 Mar 2023
Transformer and Snowball Graph Convolution Learning for Brain functional network Classification Jinlong Hu Ya-Lin Huang Shoubin Dong 81 1 0 28 Mar 2023
Item Graph Convolution Collaborative Filtering for Inductive Recommendations Edoardo DÁmico Khalil Muhammad E. Tragos Barry Smyth N. Hurley A. Lawlor GNN 86 7 0 28 Mar 2023
Mutually-paced Knowledge Distillation for Cross-lingual Temporal Knowledge Graph Reasoning Ruijie Wang Zheng Li Jingfeng Yang Tianyu Cao Chao Zhang Bing Yin Tarek Abdelzaher 102 11 0 27 Mar 2023
Structural Imbalance Aware Graph Augmentation Learning Zulong Liu Kejia Chen Zheng Liu 55 0 0 24 Mar 2023
GNN-Ensemble: Towards Random Decision Graph Neural Networks Wenqi Wei Mu Qiao D. Jadav AAML AI4CE 67 4 0 20 Mar 2023
SGFormer: Semantic Graph Transformer for Point Cloud-based 3D Scene Graph Generation Changsheng Lv Mengshi Qi Xia Li Zhengyuan Yang Huadong Ma 3DPC ViT 85 11 0 20 Mar 2023
A Survey on Oversmoothing in Graph Neural Networks T. Konstantin Rusch Michael M. Bronstein Siddhartha Mishra 101 214 0 20 Mar 2023
UNREAL:Unlabeled Nodes Retrieval and Labeling for Heavily-imbalanced Node Classification Liang Yan Shengzhong Zhang Bisheng Li Min Zhou Zengfeng Huang 106 4 0 18 Mar 2023
Learning Spatio-Temporal Aggregations for Large-Scale Capacity Expansion Problems Aron Brenner Rahman Khorramfar Saurabh Amin 123 5 0 16 Mar 2023
NESS: Node Embeddings from Static SubGraphs Talip Uçar 59 1 0 15 Mar 2023