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
Demystifying Oversmoothing in Attention-Based Graph Neural Networks Xinyi Wu A. Ajorlou Zihui Wu Ali Jadbabaie 30 37 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 44 1 0 25 May 2023
SUVR: A Search-based Approach to Unsupervised Visual Representation Learning Yizhan Xu Chih-Yao Chen Cheng Li SSL 28 1 0 24 May 2023
Link Prediction without Graph Neural Networks Zexi Huang Mert Kosan A. Silva Ambuj K. Singh 59 3 0 23 May 2023
A Fractional Graph Laplacian Approach to Oversmoothing Sohir Maskey Raffaele Paolino Aras Bacho Gitta Kutyniok 39 32 0 22 May 2023
Language Knowledge-Assisted Representation Learning for Skeleton-Based Action Recognition Haojun Xu Yanlei Gao Zheng Hui Jie Li Xinbo Gao 39 32 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 39 6 0 18 May 2023
Addressing Heterophily in Node Classification with Graph Echo State Networks Alessio Micheli Domenico Tortorella 27 8 0 14 May 2023
Towards Understanding the Generalization of Graph Neural Networks Huayi Tang Y. Liu GNN AI4CE 34 29 0 14 May 2023
Towards Scalable Adaptive Learning with Graph Neural Networks and Reinforcement Learning Jean Vassoyan Jill-Jênn Vie Pirmin Lemberger GNN 24 2 0 10 May 2023
Feature Expansion for Graph Neural Networks Jiaqi Sun Lin Zhang Guan-Hong Chen Kun Zhang Peng Xu Yujiu Yang GNN 22 13 0 10 May 2023
Towards Better Graph Representation Learning with Parameterized Decomposition & Filtering Mingqi Yang Wenjie Feng Yanming Shen Bryan Hooi 46 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 49 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 53 28 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 25 10 0 24 Apr 2023
Segment Anything in Non-Euclidean Domains: Challenges and Opportunities Yongcheng Jing Xinchao Wang Dacheng Tao 52 21 0 23 Apr 2023
Meta-multigraph Search: Rethinking Meta-structure on Heterogeneous Information Networks Chao Li Hao Xu Kun He 28 3 0 23 Apr 2023
Bi-Level Attention Graph Neural Networks Roshni G. Iyer Wen Wang Yizhou Sun GNN 31 17 0 23 Apr 2023
GCNH: A Simple Method For Representation Learning On Heterophilous Graphs Andrea Cavallo Claas Grohnfeldt Michele Russo Giulio Lovisotto L. Vassio 35 10 0 21 Apr 2023
Decouple Graph Neural Networks: Train Multiple Simple GNNs Simultaneously Instead of One Hongyuan Zhang Yanan Zhu Xuelong Li 27 9 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 29 18 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 30 9 0 12 Apr 2023
Improving Items and Contexts Understanding with Descriptive Graph for Conversational Recommendation H. Dao Dung D. Le C. Chu 28 2 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 50 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 72 142 0 11 Apr 2023
Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Augmented by ChatGPT Jiawei Zhang LRM 45 76 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 40 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 27 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 23 12 0 29 Mar 2023
Transformer and Snowball Graph Convolution Learning for Brain functional network Classification Jinlong Hu Ya-Lin Huang Shoubin Dong 30 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 32 6 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 37 11 0 27 Mar 2023
Structural Imbalance Aware Graph Augmentation Learning Zulong Liu Kejia Chen Zheng Liu 34 0 0 24 Mar 2023
GNN-Ensemble: Towards Random Decision Graph Neural Networks Wenqi Wei Mu Qiao D. Jadav AAML AI4CE 43 3 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 32 10 0 20 Mar 2023
A Survey on Oversmoothing in Graph Neural Networks T. Konstantin Rusch Michael M. Bronstein Siddhartha Mishra 43 188 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 38 4 0 18 Mar 2023
Learning Spatio-Temporal Aggregations for Large-Scale Capacity Expansion Problems Aron Brenner Rahman Khorramfar Saurabh Amin 22 5 0 16 Mar 2023
NESS: Node Embeddings from Static SubGraphs Talip Uçar 31 1 0 15 Mar 2023
GANN: Graph Alignment Neural Network for Semi-Supervised Learning Linxuan Song Wenxuan Tu Sihang Zhou Xinwang Liu En Zhu 30 4 0 14 Mar 2023
Schema Inference for Interpretable Image Classification Haofei Zhang Mengqi Xue Xiaokang Liu Kaixuan Chen Mingli Song Mingli Song OCL 49 3 0 12 Mar 2023
GPGait: Generalized Pose-based Gait Recognition Yangchen Fu Shibei Meng Saihui Hou Xuecai Hu Yongzhen Huang CVBM 43 33 0 09 Mar 2023
A Message Passing Perspective on Learning Dynamics of Contrastive Learning Yifei Wang Qi Zhang Tianqi Du Jiansheng Yang Zhouchen Lin Yisen Wang SSL 32 18 0 08 Mar 2023
Steering Graph Neural Networks with Pinning Control Acong Zhang P. Li Guanrong Chen LLMSV 37 0 0 02 Mar 2023
Attention-based Graph Convolution Fusing Latent Structures and Multiple Features for Graph Neural Networks Yang Li Yuichi Tanaka 3DPC 26 0 0 02 Mar 2023
Are More Layers Beneficial to Graph Transformers? Haiteng Zhao Shuming Ma Dongdong Zhang Zhi-Hong Deng Furu Wei 32 13 0 01 Mar 2023
Framelet Message Passing Xinliang Liu Bingxin Zhou Chutian Zhang Yu Guang Wang 35 5 0 28 Feb 2023
Semantic-aware Node Synthesis for Imbalanced Heterogeneous Information Networks Xin Gao Wentao Zhang Tong Chen Junliang Yu Hung Quoc Viet Nguyen Hongzhi Yin 38 10 0 27 Feb 2023
Do We Really Need Complicated Model Architectures For Temporal Networks? Weilin Cong Si Zhang Jian Kang Baichuan Yuan Hao Wu Xin Zhou Hanghang Tong Mehrdad Mahdavi GNN AI4TS 31 115 0 22 Feb 2023
Instance-incremental Scene Graph Generation from Real-world Point Clouds via Normalizing Flows Chao Qi Jianqin Yin Jinghang Xu Pengxiang Ding 3DPC 35 4 0 21 Feb 2023