Continuous Product Graph Neural Networks

29 May 2024

Papers citing "Continuous Product Graph Neural Networks"

19 / 19 papers shown

Title
Gegenbauer Graph Neural Networks for Time-varying Signal Reconstruction Jhon A. Castro-Correa Jhony H. Giraldo Mohsen Badiey Fragkiskos D. Malliaros 60 10 0 28 Mar 2024
Graph Deep Learning for Time Series Forecasting Andrea Cini Ivan Marisca Daniele Zambon Cesare Alippi AI4TS AI4CE 88 14 0 24 Oct 2023
A Survey on Oversmoothing in Graph Neural Networks T. Konstantin Rusch Michael M. Bronstein Siddhartha Mishra 87 207 0 20 Mar 2023
TIDE: Time Derivative Diffusion for Deep Learning on Graphs M. Behmanesh Maximilian Krahn M. Ovsjanikov DiffM GNN 44 9 0 05 Dec 2022
On the Trade-off between Over-smoothing and Over-squashing in Deep Graph Neural Networks Jhony H. Giraldo Konstantinos Skianis T. Bouwmans Fragkiskos D. Malliaros 58 51 0 05 Dec 2022
Learning Product Graphs from Spectral Templates A. Einizade S. H. Sardouie 48 6 0 05 Nov 2022
Scalable Spatiotemporal Graph Neural Networks Andrea Cini Ivan Marisca F. Bianchi Cesare Alippi AI4TS AI4CE 73 53 0 14 Sep 2022
Graph-Time Convolutional Neural Networks Elvin Isufi Gabriele Mazzola GNN AI4TS 46 15 0 02 Mar 2021
Product Graph Learning from Multi-domain Data with Sparsity and Rank Constraints Sai Kiran Kadambari S. Chepuri 25 15 0 15 Dec 2020
DiffusionNet: Discretization Agnostic Learning on Surfaces Nicholas Sharp Souhaib Attaiki Keenan Crane M. Ovsjanikov 3DH 64 204 0 01 Dec 2020
Multi-Graph Tensor Networks Yao Xu Kriton Konstantinidis Danilo P. Mandic 52 7 0 25 Oct 2020
Multi-way Graph Signal Processing on Tensors: Integrative analysis of irregular geometries Jay S. Stanley III Eric C. Chi Zhengchao Wan 50 24 0 30 Jun 2020
A Note on Over-Smoothing for Graph Neural Networks Chen Cai Yusu Wang 81 274 0 23 Jun 2020
Continuous Graph Neural Networks Louis-Pascal Xhonneux Meng Qu Jian Tang GNN 92 154 0 02 Dec 2019
GMAN: A Graph Multi-Attention Network for Traffic Prediction Chuanpan Zheng Xiaoliang Fan Cheng-Yu Wang Jianzhong Qi AI4TS AI4CE 117 1,380 0 11 Nov 2019
Graph WaveNet for Deep Spatial-Temporal Graph Modeling Zonghan Wu Shirui Pan Guodong Long Jing Jiang Chengqi Zhang GNN AI4TS 87 2,164 0 31 May 2019
Geometric Matrix Completion with Recurrent Multi-Graph Neural Networks Federico Monti M. Bronstein Xavier Bresson GNN 185 522 0 22 Apr 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 644 29,076 0 09 Sep 2016
The Emerging Field of Signal Processing on Graphs: Extending High-Dimensional Data Analysis to Networks and Other Irregular Domains D. Shuman S. K. Narang P. Frossard Antonio Ortega P. Vandergheynst 130 3,974 0 31 Oct 2012