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Hierarchical Graph Pooling with Structure Learning

14 November 2019

Papers citing "Hierarchical Graph Pooling with Structure Learning"

50 / 74 papers shown

Title
The Generalized Skew Spectrum of Graphs Armando Bellante Martin Plávala Alessandro Luongo 42 0 0 29 May 2025
MetaGMT: Improving Actionable Interpretability of Graph Multilinear Networks via Meta-Learning Filtration Rishabh Bhattacharya Hari Shankar Vaishnavi Shivkumar Ponnurangam Kumaraguru 41 0 0 26 May 2025
Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Miao Hu Zhengyu Wu Kaichi Yu Hongchao Qin Guang Zeng Rong-Hua Li Guoren Wang 69 0 0 02 May 2025
Towards Unbiased Federated Graph Learning: Label and Topology Perspectives Zhengyu Wu Boyang Pang Miao Hu Yinlin Zhu Daohan Su Bowen Fan Rong-Hua Li Guoren Wang Chenghu Zhou FedML 77 0 0 14 Apr 2025
Federated Prototype Graph Learning Zhengyu Wu Miao Hu Yinlin Zhu Rong-Hua Li Guoren Wang Chenghu Zhou FedML 121 0 0 13 Apr 2025
Divergent Paths: Separating Homophilic and Heterophilic Learning for Enhanced Graph-level Representations Han Lei Jiaxing Xu Xia Dong Yiping Ke GNN 83 0 0 06 Apr 2025
Reducing Smoothness with Expressive Memory Enhanced Hierarchical Graph Neural Networks Thomas Bailie Yun Sing Koh S. Karthik Mukkavilli V. Vetrova AI4TS 250 0 0 01 Apr 2025
BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational Pathology Amaya Gallagher-Syed Henry Senior Omnia Alwazzan Elena Pontarini Michele Bombardieri C. Pitzalis M. Lewis Michael Barnes Luca Rossi Gregory G. Slabaugh 127 0 0 26 Mar 2025
Interpreting core forms of urban morphology linked to urban functions with explainable graph neural network Dongsheng Chen Yu Feng Xun Li Mingya Qu Peng Luo Liqiu Meng HAI AI4CE 89 2 0 22 Feb 2025
Revisiting Graph Neural Networks on Graph-level Tasks: Comprehensive Experiments, Analysis, and Improvements Haoyang Li Yongjun Xu C. Zhang Alexander Zhou Lei Chen Qing Li AI4CE 430 0 0 03 Jan 2025
Tackling Oversmoothing in GNN via Graph Sparsification: A Truss-based Approach Tanvir Hossain Khaled Mohammed Saifuddin Muhammad Ifte Khairul Islam Farhan Tanvir Esra Akbas 57 0 0 16 Jul 2024
Graph Pooling via Ricci Flow Amy Feng Melanie Weber AI4CE 69 3 0 05 Jul 2024
DiGRAF: Diffeomorphic Graph-Adaptive Activation Function Krishna Sri Ipsit Mantri Xinzhi Wang Carola-Bibiane Schönlieb Bruno Ribeiro Beatrice Bevilacqua Moshe Eliasof GNN 94 2 0 02 Jul 2024
Multimodal Physiological Signals Representation Learning via Multiscale Contrasting for Depression Recognition Kai Shao Rui Wang Yixue Hao Long Hu Min Chen Hans Arno Jacobsen 64 3 0 22 Jun 2024
A Comprehensive Graph Pooling Benchmark: Effectiveness, Robustness and Generalizability Pengyun Wang Junyu Luo Yanxin Shen Siyu Heng Xiao Luo 100 1 0 13 Jun 2024
Motif-driven Subgraph Structure Learning for Graph Classification Zhiyao Zhou Sheng Zhou Bochao Mao Jiawei Chen Qingyun Sun Yan Feng Chun-Yen Chen Can Wang 99 1 0 13 Jun 2024
Graph Parsing Networks Yunchong Song Siyuan Huang Xinbing Wang Cheng Zhou Zhouhan Lin GNN 86 3 0 22 Feb 2024
Rethinking Node-wise Propagation for Large-scale Graph Learning Miao Hu Jingyuan Ma Zhengyu Wu Daohan Su Wentao Zhang Ronghua Li Guoren Wang AI4CE 103 13 0 09 Feb 2024
Flexible Infinite-Width Graph Convolutional Neural Networks Ben Anson Edward Milsom Laurence Aitchison SSL GNN 71 1 0 09 Feb 2024
LightDiC: A Simple yet Effective Approach for Large-scale Digraph Representation Learning Miao Hu Meihao Liao Zhengyu Wu Daohan Su Wentao Zhang Ronghua Li Guoren Wang AI4CE 89 8 0 22 Jan 2024
AdaFGL: A New Paradigm for Federated Node Classification with Topology Heterogeneity Miao Hu Zhengyu Wu Wentao Zhang Henan Sun Ronghua Li Guoren Wang FedML 103 11 0 22 Jan 2024
Live Graph Lab: Towards Open, Dynamic and Real Transaction Graphs with NFT Zhen Zhang B. Luo Shengliang Lu Bingsheng He 89 15 0 18 Oct 2023
Exponential Quantum Communication Advantage in Distributed Inference and Learning H. Michaeli D. Gilboa Daniel Soudry Jarrod R. McClean FedML 34 1 0 11 Oct 2023
GSLB: The Graph Structure Learning Benchmark Zhixun Li Liang Wang Xin Sun Yifan Luo Yanqiao Zhu ... Xiangxin Zhou Qiang Liu Shu Wu Liang Wang Jeffrey Xu Yu 100 37 0 08 Oct 2023
Visualizing Topological Importance: A Class-Driven Approach Yu Qin Brittany Terese Fasy C. Wenk Brian Summa FAtt 43 0 0 22 Sep 2023
Contrastive Graph Pooling for Explainable Classification of Brain Networks Jiaxing Xu Qingtian Bian Xinhang Li Aihu Zhang Yiping Ke Miao Qiao Wei Zhang Wei Khang Jeremy Sim Balázs Gulyás 67 3 0 07 Jul 2023
On Exploring Node-feature and Graph-structure Diversities for Node Drop Graph Pooling Chuang Liu Yibing Zhan Baosheng Yu Liu Liu Bo Du Wenbin Hu Tongliang Liu 98 11 0 22 Jun 2023
Impact-Oriented Contextual Scholar Profiling using Self-Citation Graphs Yuan Luo Lei Shi Mufan Xu Yuwen Ji Fengli Xiao Chunming Hu Zhiguang Shan 55 9 0 24 Apr 2023
MPool: Motif-Based Graph Pooling Muhammad Ifte Khairul Islam Max Khanov Esra Akbas 74 4 0 07 Mar 2023
Continual Graph Learning: A Survey Qiao Yuan S. Guan Pin Ni Tianlun Luo Ka Lok Man Prudence W. H. Wong Victor I. Chang CLL 75 14 0 28 Jan 2023
FedRule: Federated Rule Recommendation System with Graph Neural Networks Yuhang Yao Mohammad Mahdi Kamani Zhongwei Cheng Lin Chen Carlee Joe-Wong Tianqiang Liu 46 17 0 13 Nov 2022
Pooling Strategies for Simplicial Convolutional Networks Domenico Mattia Cinque Claudio Battiloro P. Lorenzo 76 5 0 11 Oct 2022
Efficient Learning of Mesh-Based Physical Simulation with BSMS-GNN Yadi Cao Menglei Chai Minchen Li Chenfanfu Jiang AI4CE 97 25 0 05 Oct 2022
Graph Classification via Discriminative Edge Feature Learning Yang Yi Xuequan Lu Shang Gao A. Robles-Kelly Yuejie Zhang GNN 66 7 0 05 Oct 2022
SPGP: Structure Prototype Guided Graph Pooling Sangseon Lee Dohoon Lee Yinhua Piao Sun Kim 62 1 0 16 Sep 2022
Hierarchical Graph Pooling is an Effective Citywide Traffic Condition Prediction Model Shilin Pu Liang Chu Zhuoran Hou Jincheng Hu Yanjun Huang Yuanjian Zhang 253 0 0 08 Sep 2022
A Class-Aware Representation Refinement Framework for Graph Classification Jiaxing Xu Jinjie Ni Yiping Ke GNN 62 4 0 02 Sep 2022
Position-aware Structure Learning for Graph Topology-imbalance by Relieving Under-reaching and Over-squashing Qingyun Sun Jianxin Li Haonan Yuan Xingcheng Fu Hao Peng Cheng Ji Qian Li Philip S. Yu 79 39 0 17 Aug 2022
Graph neural networks for materials science and chemistry Patrick Reiser Marlen Neubert André Eberhard Luca Torresi Chen Zhou ... Houssam Metni Clint van Hoesel Henrik Schopmans T. Sommer Pascal Friederich GNN AI4CE 125 419 0 05 Aug 2022
Comprehensive Graph Gradual Pruning for Sparse Training in Graph Neural Networks Chuang Liu Xueqi Ma Yinbing Zhan Liang Ding Dapeng Tao Di Lin Wenbin Hu Danilo Mandic 79 32 0 18 Jul 2022
Contrastive Brain Network Learning via Hierarchical Signed Graph Pooling Model Haoteng Tang Guixiang Ma Lei Guo Xiyao Fu Heng-Chiao Huang Li Zhang 77 26 0 14 Jul 2022
Boosting Graph Structure Learning with Dummy Nodes Xin Liu Cheng Jiayang Yangqiu Song Xin Jiang 3DH 68 24 0 17 Jun 2022
A Comprehensive Survey on Deep Clustering: Taxonomy, Challenges, and Future Directions Sheng Zhou Hongjia Xu Zhuonan Zheng Jiawei Chen Zhao Li Jiajun Bu Jia Wu Xin Eric Wang Wenwu Zhu Martin Ester 99 103 0 15 Jun 2022
Graph Pooling for Graph Neural Networks: Progress, Challenges, and Opportunities Chuang Liu Yibing Zhan Hongzhi Zhang Chang Li Bo Du Wenbin Hu Tongliang Liu Dacheng Tao GNN AI4CE 112 82 0 15 Apr 2022
Graph-in-Graph (GiG): Learning interpretable latent graphs in non-Euclidean domain for biological and healthcare applications Kamilia Mullakaeva Luca Cosmo Anees Kazi Seyed-Ahmad Ahmadi Nassir Navab Michael M. Bronstein 83 8 0 01 Apr 2022
Supervised Contrastive Learning with Structure Inference for Graph Classification Hao Jia Junzhong Ji Minglong Lei 75 11 0 15 Mar 2022
Understanding microbiome dynamics via interpretable graph representation learning K. Melnyk Kuba Weimann Tim Conrad 74 6 0 02 Mar 2022
Projective Ranking-based GNN Evasion Attacks He Zhang Lizhen Qu Chuan Zhou Shirui Pan AAML 87 24 0 25 Feb 2022
GraphEye: A Novel Solution for Detecting Vulnerable Functions Based on Graph Attention Network Li Zhou Minhuan Huang Yujun Li Yuanping Nie Jin Li Yiwei Liu 49 7 0 05 Feb 2022
Molecular Representation Learning via Heterogeneous Motif Graph Neural Networks Zhaoning Yu Hongyang Gao 73 45 0 01 Feb 2022