Hierarchical Graph Representation Learning with Differentiable Pooling

22 June 2018

Xiang Ren

Papers citing "Hierarchical Graph Representation Learning with Differentiable Pooling"

50 / 946 papers shown

Title
NetSight: Graph Attention Based Traffic Forecasting in Computer Networks Jinming Xing Guoheng Sun Hui Sun Linchao Pan Shakir Mahmood Xuanhao Luo Muhammad Shahzad 28 0 0 11 May 2025
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
Frequency Feature Fusion Graph Network For Depression Diagnosis Via fNIRS Chengkai Yang Xingping Dong Xiaofen Zong 24 0 0 29 Apr 2025
Hierarchical Uncertainty-Aware Graph Neural Network Yoonhyuk Choi Jiho Choi Taewook Ko Chong-Kwon Kim 129 0 0 28 Apr 2025
Efficient Learning on Large Graphs using a Densifying Regularity Lemma Jonathan Kouchly Ben Finkelshtein M. Bronstein Ron Levie 39 0 0 25 Apr 2025
Graph Learning at Scale: Characterizing and Optimizing Pre-Propagation GNNs Zichao Yue Chenhui Deng Zhiru Zhang AI4CE 27 0 0 17 Apr 2025
Balancing Graph Embedding Smoothness in Self-Supervised Learning via Information-Theoretic Decomposition Heesoo Jung Hogun Park 35 2 0 16 Apr 2025
Graph-based Approaches and Functionalities in Retrieval-Augmented Generation: A Comprehensive Survey Zulun Zhu Tiancheng Huang Kai Wang Junda Ye X. Chen Siqiang Luo 3DV 41 0 0 08 Apr 2025
Reducing Smoothness with Expressive Memory Enhanced Hierarchical Graph Neural Networks Thomas Bailie Yun Sing Koh S. Karthik Mukkavilli V. Vetrova AI4TS 48 0 0 01 Apr 2025
Graph ODEs and Beyond: A Comprehensive Survey on Integrating Differential Equations with Graph Neural Networks Z. Liu Xiaoda Wang Bohan Wang Zijie Huang Carl Yang Wei-dong Jin AI4TS AI4CE 140 1 0 29 Mar 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 41 0 0 26 Mar 2025
Towards Efficient Training of Graph Neural Networks: A Multiscale Approach Eshed Gal Moshe Eliasof Carola-Bibiane Schönlieb Eldad Haber Eran Treister GNN AI4CE 60 0 0 25 Mar 2025
Multi-View Node Pruning for Accurate Graph Representation Jiseong Park Hanjin Kim Seojin Kim Jueun Choi 39 0 0 14 Mar 2025
Adaptive Backdoor Attacks with Reasonable Constraints on Graph Neural Networks Xuewen Dong Jiachen Li Shujun Li Zhichao You Qiang Qu Yaroslav Kholodov Yulong Shen AAML 38 0 0 12 Mar 2025
Path Pooling: Train-Free Structure Enhancement for Efficient Knowledge Graph Retrieval-Augmented Generation H. Wang Yuan Feng Xike Xie S.Kevin Zhou 48 0 0 07 Mar 2025
Out-of-Distribution Generalization on Graphs via Progressive Inference Yiming Xu Bin Shi Zhen Peng Huixiang Liu Bo Dong Chen Chen OOD AI4CE 74 0 0 04 Mar 2025
Enabling AI Scientists to Recognize Innovation: A Domain-Agnostic Algorithm for Assessing Novelty Yao Wang Mingxuan Cui Arthur Jiang 61 0 0 03 Mar 2025
Large Engagement Networks for Classifying Coordinated Campaigns and Organic Twitter Trends Atul Anand Gopalakrishnan Jakir Hossain Tugrulcan Elmas Ahmet Erdem Sariyuce GNN 36 0 0 01 Mar 2025
Predicting Cascade Failures in Interdependent Urban Infrastructure Networks Yinzhou Tang J. Piao Huandong Wang Shaw Rajib Yong Li AI4CE 39 0 0 26 Feb 2025
Neural Network Graph Similarity Computation Based on Graph Fusion Zenghui Chang Yiqiao Zhang Hong Cai Chen GNN 73 0 0 25 Feb 2025
Virtual Nodes Can Help: Tackling Distribution Shifts in Federated Graph Learning Xingbo Fu Zihan Chen Yinhan He Song Wang Binchi Zhang Chen Chen Jundong Li OOD FedML 61 1 0 24 Feb 2025
Position: Graph Learning Will Lose Relevance Due To Poor Benchmarks Maya Bechler-Speicher Ben Finkelshtein Fabrizio Frasca Luis Muller Jan Tonshoff ... Michael M. Bronstein Mathias Niepert Bryan Perozzi Mikhail Galkin Christopher Morris OOD 97 2 0 21 Feb 2025
Connecting the geometry and dynamics of many-body complex systems with message passing neural operators N. Gabriel N. Johnson George Em Karniadakis AI4CE 52 0 0 21 Feb 2025
GraphMinNet: Learning Dependencies in Graphs with Light Complexity Minimal Architecture Md. Atik Ahamed Andrew Cheng Q. Ye Q. Cheng GNN 53 0 0 01 Feb 2025
Deep Modularity Networks with Diversity--Preserving Regularization Yasmin Salehi D. Giannacopoulos 31 0 0 23 Jan 2025
Revisiting Graph Neural Networks on Graph-level Tasks: Comprehensive Experiments, Analysis, and Improvements Haoyang Li Y. Xu C. Zhang Alexander Zhou Lei Chen Qing Li AI4CE 141 0 0 03 Jan 2025
On the Probability of Necessity and Sufficiency of Explaining Graph Neural Networks: A Lower Bound Optimization Approach Ruichu Cai Yuxuan Zhu Xuexin Chen Yuan Fang Min-man Wu Jie Qiao Z. Hao 48 7 0 31 Dec 2024
Line Graph Vietoris-Rips Persistence Diagram for Topological Graph Representation Learning Jaesun Shin Eunjoo Jeon Taewon Cho Namkyeong Cho Youngjune Gwon 36 0 0 23 Dec 2024
CLDG: Contrastive Learning on Dynamic Graphs Yiming Xu Bin Shi Teng Ma Bo Dong Haoyi Zhou Qinghua Zheng 109 15 0 19 Dec 2024
Fast Track to Winning Tickets: Repowering One-Shot Pruning for Graph Neural Networks Yanwei Yue Guibin Zhang Haoran Yang Dawei Cheng 77 0 0 10 Dec 2024
Attribute-Enhanced Similarity Ranking for Sparse Link Prediction João Mattos Zexi Huang Mert Kosan Ambuj Singh A. Silva 69 1 0 29 Nov 2024
Joint Combinatorial Node Selection and Resource Allocations in the Lightning Network using Attention-based Reinforcement Learning Mahdi Salahshour Amirahmad Shafiee Mojtaba Tefagh 66 0 0 26 Nov 2024
From Graph Diffusion to Graph Classification Jia Jun Cheng Xian Sadegh Mahdavi Renjie Liao Oliver Schulte GNN DiffM 77 0 0 26 Nov 2024
Graph Pooling by Local Cluster Selection Yizhu Chen GNN 66 0 0 25 Nov 2024
Enhancing Link Prediction with Fuzzy Graph Attention Networks and Dynamic Negative Sampling Jinming Xing Ruilin Xing Chang Xue Dongwen Luo 22 2 0 12 Nov 2024
Towards Dynamic Message Passing on Graphs Junshu Sun Chenxue Yang Xiangyang Ji Qingming Huang Shuhui Wang 37 0 0 31 Oct 2024
Rethinking Reconstruction-based Graph-Level Anomaly Detection: Limitations and a Simple Remedy Sunwoo Kim Soo Yong Lee Fanchen Bu Shinhwan Kang Kyungho Kim Jaemin Yoo Kijung Shin 32 1 0 27 Oct 2024
GALA: Graph Diffusion-based Alignment with Jigsaw for Source-free Domain Adaptation Junyu Luo Yiyang Gu Xiao Luo Wei Ju Zhiping Xiao Yusheng Zhao Jingyang Yuan Ming Zhang 34 7 0 22 Oct 2024
Conditional Uncertainty Quantification for Tensorized Topological Neural Networks Yujia Wu Bo Yang Yang Zhao Elynn Chen Yuzhou Chen Zheshi Zheng 27 2 0 20 Oct 2024
Tensor-Fused Multi-View Graph Contrastive Learning Yujia Wu Junyi Mo Elynn Chen Yuzhou Chen 29 1 0 20 Oct 2024
Enhancing GNNs with Architecture-Agnostic Graph Transformations: A Systematic Analysis Zhifei Li Gerrit Großmann V. Wolf 29 0 0 11 Oct 2024
Cluster-wise Graph Transformer with Dual-granularity Kernelized Attention Siyuan Huang Yunchong Song Jiayue Zhou Zhouhan Lin 30 1 0 09 Oct 2024
A Hybrid Graph Neural Network for Enhanced EEG-Based Depression Detection Yiye Wang Wenming Zheng Yang Li Hao Yang 39 0 0 08 Oct 2024
Discovering Message Passing Hierarchies for Mesh-Based Physics Simulation Huayu Deng Xiangming Zhu Yunbo Wang Xiaokang Yang PINN AI4CE 29 0 0 03 Oct 2024
A Survey on Graph Neural Networks for Remaining Useful Life Prediction: Methodologies, Evaluation and Future Trends Yucheng Wang Min-man Wu Xiaoli Li Lihua Xie Zhenghua Chen AI4TS AI4CE 27 1 0 29 Sep 2024
Multi-Atlas Brain Network Classification through Consistency Distillation and Complementary Information Fusion Jiaxing Xu Mengcheng Lan Xia Dong Kai He Wei Zhang Qingtian Bian Yiping Ke 33 3 0 28 Sep 2024
Edge-Based Graph Component Pooling T. Snelleman B. M. Renting H. H. Hoos J. N. V. Rijn GNN 21 2 0 18 Sep 2024
MDL-Pool: Adaptive Multilevel Graph Pooling Based on Minimum Description Length J. V. Pichowski Christopher Blöcker Ingo Scholtes 28 0 0 16 Sep 2024
VLSI Hypergraph Partitioning with Deep Learning Muhammad Hadir Khan Bugra Onal Eren Dogan Matthew R. Guthaus GNN 20 0 0 02 Sep 2024
GSpect: Spectral Filtering for Cross-Scale Graph Classification X. Zhang Wenchuan Yang Jiawei Feng Bitao Dai Tianci Bu Xin Lu 25 1 0 31 Aug 2024