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
CKGConv: General Graph Convolution with Continuous Kernels Liheng Ma Soumyasundar Pal Yitian Zhang Jiaming Zhou Yingxue Zhang Mark Coates 94 5 0 21 Apr 2024
Multi-View Subgraph Neural Networks: Self-Supervised Learning with Scarce Labeled Data Zhenzhong Wang Qingyuan Zeng Wanyu Lin Min Jiang Kay Chen Tan SSL 61 3 0 19 Apr 2024
Rethinking the Graph Polynomial Filter via Positive and Negative Coupling Analysis Haodong Wen Bodong Du Ruixun Liu Deyu Meng Xiangyong Cao 135 0 0 16 Apr 2024
RandAlign: A Parameter-Free Method for Regularizing Graph Convolutional Networks Haimin Zhang Min Xu 110 3 0 15 Apr 2024
VN-EGNN: E(3)-Equivariant Graph Neural Networks with Virtual Nodes Enhance Protein Binding Site Identification Florian Sestak Lisa Schneckenreiter Johannes Brandstetter Sepp Hochreiter Andreas Mayr Günter Klambauer 110 12 0 10 Apr 2024
Generalization Bounds for Message Passing Networks on Mixture of Graphons Sohir Maskey Gitta Kutyniok Ron Levie 104 6 0 04 Apr 2024
First-order PDES for Graph Neural Networks: Advection And Burgers Equation Models Yifan Qu Oliver A. Krzysik H. Sterck Omer Ege Kara AI4CE 62 0 0 03 Apr 2024
Graph Neural Aggregation-diffusion with Metastability Kaiyuan Cui Xinyan Wang Zicheng Zhang Weichen Zhao 108 2 0 29 Mar 2024
HealthGAT: Node Classifications in Electronic Health Records using Graph Attention Networks Fahmida Liza Piya Mehak Gupta Rahmatollah Beheshti 78 1 0 26 Mar 2024
HyperGALE: ASD Classification via Hypergraph Gated Attention with Learnable Hyperedges Mehul Arora Chirag Shantilal Jain Lalith Bharadwaj Baru Kamalaker Dadi Raju Surampudi Bapi 124 0 0 21 Mar 2024
Unified Static and Dynamic Network: Efficient Temporal Filtering for Video Grounding Jingjing Hu Dan Guo Kun Li Zhan Si Xun Yang Xiaojun Chang Meng Wang 132 3 0 21 Mar 2024
Unifews: You Need Fewer Operations for Efficient Graph Neural Networks Ningyi Liao Zihao Yu Ruixiao Zeng Siqiang Luo GNN 68 0 0 20 Mar 2024
Semantic-Enhanced Representation Learning for Road Networks with Temporal Dynamics Yile Chen Xiucheng Li Gao Cong Zhifeng Bao Cheng Long 47 2 0 18 Mar 2024
A Semantic Mention Graph Augmented Model for Document-Level Event Argument Extraction Jian Zhang Chang-Qing Yang Haiping Zhu Qika Lin Fangzhi Xu Jun Liu 85 1 0 12 Mar 2024
Uncertainty in Graph Neural Networks: A Survey Fangxin Wang Yuqing Liu Kay Liu Yibo Wang Sourav Medya Philip S. Yu AI4CE 137 10 0 11 Mar 2024
On the Topology Awareness and Generalization Performance of Graph Neural Networks Junwei Su Chuan Wu AI4CE 74 0 0 07 Mar 2024
Simplified PCNet with Robustness Bingheng Li Xuanting Xie Haoxiang Lei Ruiyi Fang Zhao Kang 125 7 0 06 Mar 2024
Provable Filter for Real-world Graph Clustering Xuanting Xie Erlin Pan Zhao Kang Wenyu Chen Bingheng Li GNN 71 3 0 06 Mar 2024
VQSynery: Robust Drug Synergy Prediction With Vector Quantization Mechanism Jiawei Wu Mingyuan Yan Dianbo Liu 65 2 0 05 Mar 2024
Decoupled Subgraph Federated Learning Javad Aliakbari Johan Ostman Alexandre Graell i Amat FedML 104 0 0 29 Feb 2024
Understanding Oversmoothing in Diffusion-Based GNNs From the Perspective of Operator Semigroup Theory Weichen Zhao Chenguang Wang Xinyan Wang Congying Han Tiande Guo Tianshu Yu 147 0 0 23 Feb 2024
A Microstructure-based Graph Neural Network for Accelerating Multiscale Simulations J. Storm I. Rocha F. P. Meer AI4CE 89 3 0 20 Feb 2024
Cell Graph Transformer for Nuclei Classification Wei Lou Guanbin Li Xiang Wan Haofeng Li ViT MedIm 118 5 0 20 Feb 2024
More Discriminative Sentence Embeddings via Semantic Graph Smoothing Chakib Fettal Lazhar Labiod M. Nadif 106 1 0 20 Feb 2024
SIBO: A Simple Booster for Parameter-Efficient Fine-Tuning Zhihao Wen Jie Zhang Yuan Fang MoE 82 3 0 19 Feb 2024
CodeArt: Better Code Models by Attention Regularization When Symbols Are Lacking Zian Su Xiangzhe Xu Ziyang Huang Zhuo Zhang Yapeng Ye Jianjun Huang Xiangyu Zhang OffRL 103 10 0 19 Feb 2024
Understanding and Guiding Weakly Supervised Entity Alignment with Potential Isomorphism Propagation Yuanyi Wang Wei Tang Haifeng Sun Zirui Zhuang Xiaoyuan Fu Jingyu Wang Qi Qi Jianxin Liao 87 1 0 05 Feb 2024
COMET: Generating Commit Messages using Delta Graph Context Representation Abhinav Reddy Mandli Saurabhsingh Rajput Tushar Sharma 46 1 0 02 Feb 2024
Graph Transformers without Positional Encodings Ayush Garg 105 0 0 31 Jan 2024
PrIsing: Privacy-Preserving Peer Effect Estimation via Ising Model Abhinav Chakraborty Anirban Chatterjee Abhinandan Dalal 52 0 0 29 Jan 2024
DGNN: Decoupled Graph Neural Networks with Structural Consistency between Attribute and Graph Embedding Representations Jinlu Wang Jipeng Guo Yanfeng Sun Junbin Gao Shaofan Wang Yachao Yang Baocai Yin AI4CE 85 2 0 28 Jan 2024
LPNL: Scalable Link Prediction with Large Language Models Baolong Bi Shenghua Liu Yiwei Wang Lingrui Mei Xueqi Cheng LRM 95 6 0 24 Jan 2024
KAM-CoT: Knowledge Augmented Multimodal Chain-of-Thoughts Reasoning Debjyoti Mondal Suraj Modi Subhadarshi Panda Rituraj Singh Godawari Sudhakar Rao LRM 77 46 0 23 Jan 2024
Distribution Consistency based Self-Training for Graph Neural Networks with Sparse Labels Fali Wang Tianxiang Zhao Suhang Wang 83 10 0 18 Jan 2024
Understanding Heterophily for Graph Neural Networks Junfu Wang Yuanfang Guo Liang Yang Yun-an Wang 106 15 0 17 Jan 2024
Setting the Record Straight on Transformer Oversmoothing G. Dovonon M. Bronstein Matt J. Kusner 88 6 0 09 Jan 2024
GLISP: A Scalable GNN Learning System by Exploiting Inherent Structural Properties of Graphs Zhongshu Zhu Bin Jing Xiaopei Wan Zhizhen Liu Lei Liang Jun Zhou 61 2 0 06 Jan 2024
Graph Neural Networks for Tabular Data Learning: A Survey with Taxonomy and Directions Cheng-Te Li Yu-Che Tsai Chih-Yao Chen Jay Chiehen Liao LMTD AI4CE 89 9 0 04 Jan 2024
DGDNN: Decoupled Graph Diffusion Neural Network for Stock Movement Prediction Zinuo You Zijian Shi Hongbo Bo John Cartlidge Li Zhang Yan Ge AIFin DiffM 60 5 0 03 Jan 2024
On the Expressive Power of Graph Neural Networks Ashwin Nalwade Kelly Marshall Axel Eladi Umang Sharma 53 0 0 03 Jan 2024
Graph Elimination Networks Shuo Wang Ge Cheng Yun Zhang AI4CE GNN 72 0 0 02 Jan 2024
Adaptive Message Passing: A General Framework to Mitigate Oversmoothing, Oversquashing, and Underreaching Federico Errica Henrik Christiansen Viktor Zaverkin Takashi Maruyama Mathias Niepert Francesco Alesiani 218 10 0 27 Dec 2023
NodeMixup: Tackling Under-Reaching for Graph Neural Networks Weigang Lu Ziyu Guan Wei Zhao Yaming Yang Long Jin 106 14 0 20 Dec 2023
When Graph Data Meets Multimodal: A New Paradigm for Graph Understanding and Reasoning Qihang Ai Jianwu Zhou Haiyun Jiang Lemao Liu Shuming Shi 33 1 0 16 Dec 2023
An Attentive Inductive Bias for Sequential Recommendation beyond the Self-Attention Yehjin Shin Jeongwhan Choi Hyowon Wi Noseong Park 123 40 0 16 Dec 2023
nuScenes Knowledge Graph -- A comprehensive semantic representation of traffic scenes for trajectory prediction Leon Mlodzian Zhigang Sun Hendrik Berkemeyer Sebastian Monka Zixu Wang Stefan Dietze Lavdim Halilaj J. Luettin 59 6 0 15 Dec 2023
Graph Neural Networks with Diverse Spectral Filtering Jingwei Guo Kaizhu Huang Xinping Yi Rui Zhang 146 14 0 14 Dec 2023
Securing Graph Neural Networks in MLaaS: A Comprehensive Realization of Query-based Integrity Verification Bang Wu Lizhen Qu Shuo Wang Qi Li Minhui Xue Shirui Pan 95 8 0 13 Dec 2023
HyPE-GT: where Graph Transformers meet Hyperbolic Positional Encodings Kushal Bose Swagatam Das 84 0 0 11 Dec 2023
Sparse but Strong: Crafting Adversarially Robust Graph Lottery Tickets Subhajit Dutta Chowdhury Zhiyu Ni Qingyuan Peng Souvik Kundu Pierluigi Nuzzo 83 3 0 11 Dec 2023