Higher-order Clustering and Pooling for Graph Neural Networks

2 September 2022

Papers citing "Higher-order Clustering and Pooling for Graph Neural Networks"

19 / 19 papers shown

Title
From GNNs to Trees: Multi-Granular Interpretability for Graph Neural Networks Jie Yang Yuwen Wang Kaixuan Chen Tongya Zheng Yihe Zhou Zhenbang Xiao Ji Cao Mingli Song S. Liu AI4CE 44 1 0 01 May 2025
Higher-Order GNNs Meet Efficiency: Sparse Sobolev Graph Neural Networks Jhony H. Giraldo Aref Einizade Andjela Todorovic Jhon A. Castro-Correa Mohsen Badiey T. Bouwmans Fragkiskos D. Malliaros 38 0 0 07 Nov 2024
Graph Pooling via Ricci Flow Amy Feng Melanie Weber AI4CE 36 1 0 05 Jul 2024
A Comprehensive Graph Pooling Benchmark: Effectiveness, Robustness and Generalizability Pengyun Wang Junyu Luo Yanxin Shen Siyu Heng Xiao Luo 49 1 0 13 Jun 2024
Differentiable Cluster Graph Neural Network Yanfei Dong Mohammed Haroon Dupty Lambert Deng Zhuanghua Liu Yong Liang Goh Wee Sun Lee GNN 34 1 0 25 May 2024
Gegenbauer Graph Neural Networks for Time-varying Signal Reconstruction Jhon A. Castro-Correa Jhony H. Giraldo Mohsen Badiey Fragkiskos D. Malliaros 33 7 0 28 Mar 2024
Graph Parsing Networks Yunchong Song Siyuan Huang Xinbing Wang Cheng Zhou Zhouhan Lin GNN 37 3 0 22 Feb 2024
DeepRicci: Self-supervised Graph Structure-Feature Co-Refinement for Alleviating Over-squashing Li Sun Zhenhao Huang Hua Wu Junda Ye Hao Peng Zhengtao Yu Philip S. Yu 31 11 0 23 Jan 2024
Bridged-GNN: Knowledge Bridge Learning for Effective Knowledge Transfer Wendong Bi Xueqi Cheng Bingbing Xu Xiaoqian Sun Li Xu Huawei Shen 25 10 0 18 Aug 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 28 11 0 22 Jun 2023
Transformer-Based Hierarchical Clustering for Brain Network Analysis Wei Dai Hejie Cui Xuan Kan Ying Guo S. V. Rooij Carl Yang 32 12 0 06 May 2023
Contrastive Graph Clustering in Curvature Spaces Li Sun Feiyang Wang Junda Ye Hao Peng Philip S. Yu 24 17 0 05 May 2023
Time-varying Signals Recovery via Graph Neural Networks Jhon A. Castro-Correa Jhony H. Giraldo Anindya Mondal Mohsen Badiey T. Bouwmans Fragkiskos D. Malliaros AI4TS 26 10 0 22 Feb 2023
Higher-order Sparse Convolutions in Graph Neural Networks Jhony H. Giraldo S. Javed Arif Mahmood Fragkiskos D. Malliaros T. Bouwmans GNN 21 1 0 21 Feb 2023
PhAST: Physics-Aware, Scalable, and Task-specific GNNs for Accelerated Catalyst Design Alexandre Duval Victor Schmidt Santiago Miret Yoshua Bengio Alex Hernández-García David Rolnick 33 7 0 22 Nov 2022
Total Variation Graph Neural Networks Jonas Hansen F. Bianchi 30 12 0 11 Nov 2022
Explaining the Explainers in Graph Neural Networks: a Comparative Study Antonio Longa Steve Azzolin G. Santin G. Cencetti Pietro Lio' Bruno Lepri Andrea Passerini 46 27 0 27 Oct 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 30 80 0 15 Apr 2022
Graph Pooling via Coarsened Graph Infomax Yunsheng Pang Yunxiang Zhao Dongsheng Li GNN 29 41 0 04 May 2021