iPool -- Information-based Pooling in Hierarchical Graph Neural Networks

1 July 2019

Papers citing "iPool -- Information-based Pooling in Hierarchical Graph Neural Networks"

19 / 19 papers shown

Title
Clustering for Protein Representation Learning Ruijie Quan Wenguan Wang Fan Ma Hehe Fan Yi Yang 36 5 0 30 Mar 2024
Careful Selection and Thoughtful Discarding: Graph Explicit Pooling Utilizing Discarded Nodes Chuang Liu Wenhang Yu Kuang Gao Xueqi Ma Yibing Zhan Jia Wu Bo Du Wenbin Hu 32 0 0 21 Nov 2023
Graph Neural Network-based EEG Classification: A Survey D. Klepl Min Wu F. He 51 21 0 03 Oct 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 35 11 0 22 Jun 2023
MPool: Motif-Based Graph Pooling Muhammad Ifte Khairul Islam Max Khanov Esra Akbas 25 4 0 07 Mar 2023
SPGP: Structure Prototype Guided Graph Pooling Sangseon Lee Dohoon Lee Yinhua Piao Sun Kim 42 1 0 16 Sep 2022
Generalizing Downsampling from Regular Data to Graphs D. Bacciu A. Conte Francesco Landolfi 45 8 0 06 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 55 374 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 Bo Du Wenbin Hu Danilo Mandic 44 29 0 18 Jul 2022
Tackling Provably Hard Representative Selection via Graph Neural Networks Seyed Mehran Kazemi Anton Tsitsulin Hossein Esfandiari M. Bateni Deepak Ramachandran Bryan Perozzi Vahab Mirrokni 31 2 0 20 May 2022
Graph Pooling for Graph Neural Networks: Progress, Challenges, and Opportunities Chuang Liu Yibing Zhan Jia Wu Chang Li Bo Du Wenbin Hu Tongliang Liu Dacheng Tao GNN AI4CE 32 80 0 15 Apr 2022
Edge but not Least: Cross-View Graph Pooling Xiaowei Zhou Jie Yin Ivor W. Tsang 44 2 0 24 Sep 2021
Maximum Entropy Weighted Independent Set Pooling for Graph Neural Networks Amirhossein Nouranizadeh Mohammadjavad Matinkia Mohammad Rahmati Reza Safabakhsh 27 20 0 03 Jul 2021
Seeing All From a Few: Nodes Selection Using Graph Pooling for Graph Clustering Yiming Wang Dongxia Chang Zhiqiang Fu Yao Zhao GNN 20 1 0 30 Apr 2021
Hierarchical Adaptive Pooling by Capturing High-order Dependency for Graph Representation Learning Ning Liu Songlei Jian Dongsheng Li Yiming Zhang Zhiquan Lai Hongzuo Xu 39 30 0 13 Apr 2021
Implementing graph neural networks with TensorFlow-Keras Patrick Reiser André Eberhard Pascal Friederich GNN 21 15 0 07 Mar 2021
LookHops: light multi-order convolution and pooling for graph classification Zhangyang Gao Haitao Lin Stan. Z Li 26 6 0 28 Dec 2020
Graph Pooling with Node Proximity for Hierarchical Representation Learning Xing Gao Wenrui Dai Chenglin Li H. Xiong P. Frossard 16 3 0 19 Jun 2020
Hierarchical Graph Pooling with Structure Learning Zhen Zhang Jiajun Bu Martin Ester Jianfeng Zhang Chengwei Yao Zhi Yu Can Wang 30 174 0 14 Nov 2019