Graph Neural Networks Designed for Different Graph Types: A Survey

6 April 2022

J. M. Thomas

Alice Moallemy-Oureh

Silvia Beddar-Wiesing

Clara Holzhuter

ArXiv PDF HTML

Papers citing "Graph Neural Networks Designed for Different Graph Types: A Survey"

25 / 25 papers shown

Title
Boolean-aware Boolean Circuit Classification: A Comprehensive Study on Graph Neural Network Liwei Ni Xinquan Li Biwei Xie Huawei Li GNN 16 0 0 13 Nov 2024
Analysing the Behaviour of Tree-Based Neural Networks in Regression Tasks P. Samoaa Mehrdad Farahani Antonio Longa Philipp Leitner M. Chehreghani 27 0 0 17 Jun 2024
Survey of Graph Neural Network for Internet of Things and NextG Networks Sabarish Krishna Moorthy Jithin Jagannath 21 2 0 27 May 2024
Utilizing Description Logics for Global Explanations of Heterogeneous Graph Neural Networks Dominik Köhler Stefan Heindorf 19 0 0 21 May 2024
Graph Neural Networks for Tabular Data Learning: A Survey with Taxonomy and Directions Cheng-Te Li Yu-Che Tsai Chih-Yao Chen Jay Chiehen Liao LMTD AI4CE 25 7 0 04 Jan 2024
Neural Atoms: Propagating Long-range Interaction in Molecular Graphs through Efficient Communication Channel Xuan Li Zhanke Zhou Jiangchao Yao Yu Rong Lu Zhang Bo Han 21 3 0 02 Nov 2023
Tree Cross Attention Zixuan Chen Zewei He Ziqian Lu Zheming Lu Mohamed Osama Ahmed 34 0 0 29 Sep 2023
Spear and Shield: Adversarial Attacks and Defense Methods for Model-Based Link Prediction on Continuous-Time Dynamic Graphs Dongjin Lee Juho Lee Kijung Shin AAML 13 1 0 21 Aug 2023
Graph Neural Network for spatiotemporal data: methods and applications Yun-Qing Li Dazhou Yu Zhenke Liu Minxing Zhang Xi Gong Liang Zhao AI4TS AI4CE 14 10 0 30 May 2023
Graph Neural Networks for Text Classification: A Survey Kunze Wang Yihao Ding S. Han FaML GNN 13 25 0 23 Apr 2023
Graph Neural Networks for temporal graphs: State of the art, open challenges, and opportunities Antonio Longa Veronica Lachi G. Santin Monica Bianchini Bruno Lepri Pietro Lió F. Scarselli Andrea Passerini AI4CE 11 50 0 02 Feb 2023
A Hypergraph Neural Network Framework for Learning Hyperedge-Dependent Node Embeddings Ryan Aponte Ryan A. Rossi Shunan Guo Jane Hoffswell Nedim Lipka Chang Xiao G. Chan E. Koh Nesreen Ahmed GNN 14 11 0 28 Dec 2022
Weisfeiler-Lehman goes Dynamic: An Analysis of the Expressive Power of Graph Neural Networks for Attributed and Dynamic Graphs Silvia Beddar-Wiesing Giuseppe Alessio D’Inverno C. Graziani Veronica Lachi Alice Moallemy-Oureh F. Scarselli J. M. Thomas 19 9 0 08 Oct 2022
Provably expressive temporal graph networks Amauri Souza Diego Mesquita Samuel Kaski Vikas K. Garg 84 54 0 29 Sep 2022
FDGNN: Fully Dynamic Graph Neural Network Alice Moallemy-Oureh Silvia Beddar-Wiesing R. Nather J. M. Thomas AI4CE 15 0 0 07 Jun 2022
Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges M. Bronstein Joan Bruna Taco S. Cohen Petar Velivcković GNN 163 1,095 0 27 Apr 2021
Learning Intents behind Interactions with Knowledge Graph for Recommendation Xiang Wang Tinglin Huang Dingxian Wang Yancheng Yuan Zhenguang Liu Xiangnan He Tat-Seng Chua 80 326 0 14 Feb 2021
Calibrating and Improving Graph Contrastive Learning Kaili Ma Haochen Yang Han Yang Yongqiang Chen James Cheng 22 6 0 27 Jan 2021
Hyperbolic Deep Neural Networks: A Survey Wei Peng Tuomas Varanka Abdelrahman Mostafa Henglin Shi Guoying Zhao AI4CE 41 133 0 12 Jan 2021
Explainability in Graph Neural Networks: A Taxonomic Survey Hao Yuan Haiyang Yu Shurui Gui Shuiwang Ji 159 463 0 31 Dec 2020
Dynamic Multiscale Graph Neural Networks for 3D Skeleton-Based Human Motion Prediction Maosen Li Siheng Chen Yangheng Zhao Ya-Qin Zhang Yanfeng Wang Qi Tian AI4CE 3DH 88 267 0 17 Mar 2020
A Survey on The Expressive Power of Graph Neural Networks Ryoma Sato 159 170 0 09 Mar 2020
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 231 3,202 0 24 Nov 2016
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 198 7,816 0 13 Jun 2015
Learning Polytrees S. Dasgupta TPM 57 128 0 23 Jan 2013