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Simplifying Graph Convolutional Networks

19 February 2019

Papers citing "Simplifying Graph Convolutional Networks"

50 / 1,418 papers shown

Title
Haste Makes Waste: A Simple Approach for Scaling Graph Neural Networks Rui Xue Tong Zhao Neil Shah Xiaorui Liu GNN 70 1 0 07 Oct 2024
BSG4Bot: Efficient Bot Detection based on Biased Heterogeneous Subgraphs Hao Miao Zida Liu Jun Gao 73 0 0 07 Oct 2024
SiMilarity-Enhanced Homophily for Multi-View Heterophilous Graph Clustering Jianpeng Chen Yawen Ling Yazhou Ren Zichen Wen Tianyi Wu Shufei Zhang Lifang He 111 0 0 04 Oct 2024
Diss-l-ECT: Dissecting Graph Data with Local Euler Characteristic Transforms Julius von Rohrscheidt Bastian Rieck 113 1 0 03 Oct 2024
STGformer: Efficient Spatiotemporal Graph Transformer for Traffic Forecasting Hongjun Wang Jiyuan Chen Tong Pan Zheng Dong Lingyu Zhang Renhe Jiang Xuan Song AI4TS GNN 79 1 0 01 Oct 2024
Sequential Signal Mixing Aggregation for Message Passing Graph Neural Networks Mitchell Keren Taraday Almog David Chaim Baskin 70 1 0 28 Sep 2024
Beyond Redundancy: Information-aware Unsupervised Multiplex Graph Structure Learning Zhixiang Shen Shuo Wang Zhao Kang 123 4 0 25 Sep 2024
TabGraphs: A Benchmark and Strong Baselines for Learning on Graphs with Tabular Node Features Gleb Bazhenov Oleg Platonov Liudmila Prokhorenkova LMTD 56 1 0 22 Sep 2024
When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning Naheed Anjum Arafat D. Basu Yulia R. Gel Yuzhou Chen AAML 460 1 0 21 Sep 2024
Multi-View Adaptive Contrastive Learning for Information Retrieval Based Fault Localization Chunying Zhou Xiaoyuan Xie Gong Chen Peng He Bing Li 9 0 0 19 Sep 2024
Entity-Aware Self-Attention and Contextualized GCN for Enhanced Relation Extraction in Long Sentences Xin Wang Xinyi Bai 58 0 0 15 Sep 2024
Redesigning graph filter-based GNNs to relax the homophily assumption Samuel Rey Madeline Navarro Victor M. Tenorio Santiago Segarra Antonio G. Marques 80 4 0 13 Sep 2024
DELTA: Dual Consistency Delving with Topological Uncertainty for Active Graph Domain Adaptation Pengyun Wang Yadi Cao Chris Russell Yanxin Shen Junyu Luo Ming Zhang Siyu Heng Zhiyuan Ning 97 1 0 13 Sep 2024
Transformers from Diffusion: A Unified Framework for Neural Message Passing Qitian Wu David Wipf Junchi Yan DiffM 127 1 0 13 Sep 2024
Multiplex Graph Contrastive Learning with Soft Negatives Zhenhao Zhao Minhong Zhu Chen Wang Sijia Wang Jiqiang Zhang Li Chen Weiran Cai 59 0 0 12 Sep 2024
Graph Neural Networks for Parkinsons Disease Detection S. A. Sheikh Yacouba Kaloga Md. Sahidullah Ina Kodrasi 70 1 0 12 Sep 2024
Virtual Node Generation for Node Classification in Sparsely-Labeled Graphs Hang Cui Tarek F. Abdelzaher 67 0 0 12 Sep 2024
Learning to Model Graph Structural Information on MLPs via Graph Structure Self-Contrasting Lirong Wu Haitao Lin Guojiang Zhao Cheng Tan Stan Z. Li 104 0 0 09 Sep 2024
Generalized Learning of Coefficients in Spectral Graph Convolutional Networks Mustafa Coşkun A. Grama Mehmet Koyutürk 86 0 0 07 Sep 2024
On the design space between molecular mechanics and machine learning force fields Yuanqing Wang Kenichiro Takaba Michael S. Chen Marcus Wieder Yuzhi Xu ... Kyunghyun Cho Joe G. Greener Peter K. Eastman Stefano Martiniani M. Tuckerman AI4CE 112 5 0 03 Sep 2024
Hound: Hunting Supervision Signals for Few and Zero Shot Node Classification on Text-attributed Graph Yuxiang Wang Xiao Yan Shiyu Jin Quanqing Xu Chuanhui Yang Yuanyuan Zhu Chuang Hu Bo Du Jiawei Jiang VLM 61 0 0 01 Sep 2024
Towards Faster Graph Partitioning via Pre-training and Inductive Inference Meng Qin Chaorui Zhang Yu Gao Yibin Ding Weipeng Jiang Weixi Zhang Wei Han Bo Bai AI4CE 56 1 0 01 Sep 2024
SFR-GNN: Simple and Fast Robust GNNs against Structural Attacks Xing Ai Guanyu Zhu Yulin Zhu Yu Zheng Gaolei Li Jianhua Li Kai Zhou AAML 88 0 0 29 Aug 2024
OpenFGL: A Comprehensive Benchmark for Federated Graph Learning Miao Hu Yinlin Zhu Boyang Pang Guochen Yan Yeyu Yan Zening Li Zhengyu Wu Wentao Zhang Rong-Hua Li Guoren Wang FedML 111 0 0 29 Aug 2024
Representation Learning of Complex Assemblies, An Effort to Improve Corporate Scope 3 Emissions Calculation Ajay Chatterjee Srikanth Ranganathan 126 0 0 21 Aug 2024
GAIM: Attacking Graph Neural Networks via Adversarial Influence Maximization Xiaodong Yang Xiaoting Li Huiyuan Chen Yiwei Cai AAML 50 0 0 20 Aug 2024
AnyGraph: Graph Foundation Model in the Wild Lianghao Xia Chao Huang OOD 101 18 0 20 Aug 2024
Federated Graph Learning with Structure Proxy Alignment Xingbo Fu Zihan Chen Binchi Zhang Chen Chen Jundong Li FedML 91 8 0 18 Aug 2024
E-CGL: An Efficient Continual Graph Learner Jianhao Guo Zixuan Ni Yun Zhu Siliang Tang CLL 96 0 0 18 Aug 2024
Scalable and Certifiable Graph Unlearning: Overcoming the Approximation Error Barrier Lu Yi Zhewei Wei MU 124 0 0 17 Aug 2024
Neighbor Overlay-Induced Graph Attention Network Tiqiao Wei Ye Yuan GNN 64 1 0 16 Aug 2024
Robust Offline Active Learning on Graphs Yuanchen Wu Yubai Yuan OffRL 53 0 0 15 Aug 2024
Scalable and Adaptive Spectral Embedding for Attributed Graph Clustering Yunhui Liu Tieke He Qing Wu Tao Zheng Jianhua Zhao GNN 89 0 0 11 Aug 2024
Federated Hypergraph Learning with Hyperedge Completion Linfeng Luo Fengxiao Tang Xiyu Liu Zhiqi Guo Zihao Qiu Ming Zhao FedML 75 0 0 09 Aug 2024
Reliable Node Similarity Matrix Guided Contrastive Graph Clustering Yunhui Liu Xinyi Gao Tieke He Tao Zheng Jianhua Zhao Hongzhi Yin 103 7 0 07 Aug 2024
Beyond Over-smoothing: Uncovering the Trainability Challenges in Deep Graph Neural Networks Jie Peng Runlin Lei Zhewei Wei 161 7 0 07 Aug 2024
TSC: A Simple Two-Sided Constraint against Over-Smoothing Furong Peng Kang Liu Xuan Lu Yuhua Qian HongRen Yan Chao Ma 107 0 0 06 Aug 2024
Non-convolutional Graph Neural Networks Yuanqing Wang N. Scherer-Negenborn GNN 83 5 0 31 Jul 2024
RevGNN: Negative Sampling Enhanced Contrastive Graph Learning for Academic Reviewer Recommendation Weibin Liao Yifan Zhu Yanyan Li Qi Zhang Zhonghong Ou Xuesong Li 90 5 0 30 Jul 2024
Noise-Resilient Unsupervised Graph Representation Learning via Multi-Hop Feature Quality Estimation Shiyuan Li Yixin Liu Qingfeng Chen Geoffrey I. Webb Shirui Pan SSL 93 5 0 29 Jul 2024
Boosting Graph Foundation Model from Structural Perspective Yao Cheng Yige Zhao Jianxiang Yu Xiang Li 110 5 0 29 Jul 2024
IDEA: A Flexible Framework of Certified Unlearning for Graph Neural Networks Yushun Dong Binchi Zhang Zhenyu Lei Na Zou Jundong Li MU 115 8 0 28 Jul 2024
Alleviating Over-Smoothing via Aggregation over Compact Manifolds Dongzhuoran Zhou Hui Yang Bo Xiong Yue Ma Evgeny Kharlamov 110 0 0 27 Jul 2024
Do We Really Need Graph Convolution During Training? Light Post-Training Graph-ODE for Efficient Recommendation Weizhi Zhang Liangwei Yang Zihe Song Henry Peng Zou Ke Xu Liancheng Fang Philip S. Yu GNN 109 2 0 26 Jul 2024
Scalable Graph Compressed Convolutions Junshu Sun Chen Yang Shuhui Wang Qingming Huang GNN 107 0 0 26 Jul 2024
HC-GST: Heterophily-aware Distribution Consistency based Graph Self-training Fali Wang Tianxiang Zhao Junjie Xu Suhang Wang 79 1 0 25 Jul 2024
RIDA: A Robust Attack Framework on Incomplete Graphs Jianke Yu Hanchen Wang Chen Chen Xiaoyang Wang Wenjie Zhang Ying Zhang Ying Zhang Xijuan Liu GNN OOD AAML 130 1 0 25 Jul 2024
Balanced Multi-Relational Graph Clustering Zhixiang Shen Haolan He Zhao Kang 88 8 0 23 Jul 2024
Pre-Training and Prompting for Few-Shot Node Classification on Text-Attributed Graphs Huan-jing Zhao Beining Yang Yukuo Cen Junyu Ren Chenhui Zhang Yuxiao Dong Evgeny Kharlamov Shu Zhao Jie Tang VLM 94 8 0 22 Jul 2024
Revisiting Neighborhood Aggregation in Graph Neural Networks for Node Classification using Statistical Signal Processing Mounir Ghogho 59 1 0 21 Jul 2024