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Architectures of Topological Deep Learning: A Survey of Message-Passing Topological Neural Networks

20 April 2023

Papers citing "Architectures of Topological Deep Learning: A Survey of Message-Passing Topological Neural Networks"

48 / 48 papers shown

Title
TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks Mathilde Papillon Guillermo Bernardez Claudio Battiloro Nina Miolane BDL 157 7 0 09 Oct 2024
E(n) Equivariant Topological Neural Networks Claudio Battiloro Ege Karaismailoglu Mauricio Tec George Dasoulas Michelle Audirac Francesca Dominici 127 9 0 24 May 2024
A Survey on Oversmoothing in Graph Neural Networks T. Konstantin Rusch Michael M. Bronstein Siddhartha Mishra 91 213 0 20 Mar 2023
Convolutional Learning on Simplicial Complexes Maosheng Yang Elvin Isufi 76 21 0 26 Jan 2023
Cell Attention Networks Lorenzo Giusti Claudio Battiloro Lucia Testa P. Lorenzo S. Sardellitti Sergio Barbarossa 3DPC GNN 389 36 0 16 Sep 2022
Equivariant Hypergraph Neural Networks Jinwoo Kim Saeyoon Oh Sungjun Cho Seunghoon Hong 57 12 0 22 Aug 2022
SGAT: Simplicial Graph Attention Network See Hian Lee Feng Ji Wee Peng Tay 98 24 0 24 Jul 2022
Topological Deep Learning: Going Beyond Graph Data Mustafa Hajij Ghada Zamzmi Theodore Papamarkou Nina Miolane Aldo Guzmán-Sáenz ... Shreyas N. Samaga Neal Livesay Robin Walters Paul Rosen Michael T. Schaub PINN GNN AI4CE 79 65 0 01 Jun 2022
Simplicial Attention Networks Christopher Wei Jin Goh Cristian Bodnar Pietro Lio GNN 91 40 0 20 Apr 2022
Message Passing Neural Networks for Hypergraphs Sajjad Heydari L. Livi GNN 54 13 0 31 Mar 2022
Message passing all the way up Petar Velickovic 162 66 0 22 Feb 2022
Convolutional Filtering in Simplicial Complexes Elvin Isufi Maosheng Yang 54 14 0 29 Jan 2022
Simplicial Convolutional Filters Maosheng Yang Elvin Isufi Michael T. Schaub G. Leus 84 34 0 27 Jan 2022
Dynamic Hypergraph Convolutional Networks for Skeleton-Based Action Recognition Jinfeng Wei Yunxin Wang Mengli Guo Pei Lv Xiaoshan Yang Mingliang Xu GNN 62 11 0 20 Dec 2021
BScNets: Block Simplicial Complex Neural Networks Yuzhou Chen Yulia R. Gel H. Vincent Poor GNN 63 35 0 13 Dec 2021
Dist2Cycle: A Simplicial Neural Network for Homology Localization A. Keros Vidit Nanda Kartic Subr 43 28 0 28 Oct 2021
Signal Processing on Cell Complexes T. Roddenberry Michael T. Schaub Mustafa Hajij 61 43 0 11 Oct 2021
Simplicial Convolutional Neural Networks Maosheng Yang Elvin Isufi G. Leus GNN 96 58 0 06 Oct 2021
Towards a Survey on Static and Dynamic Hypergraph Visualizations M. T. Fischer A. Frings Daniel A. Keim Daniel Seebacher 68 25 0 29 Jul 2021
You are AllSet: A Multiset Function Framework for Hypergraph Neural Networks Eli Chien Chao Pan Jianhao Peng O. Milenkovic GNN 108 133 0 24 Jun 2021
Weisfeiler and Lehman Go Cellular: CW Networks Cristian Bodnar Fabrizio Frasca N. Otter Yu Guang Wang Pietro Lio Guido Montúfar M. Bronstein GNN 112 237 0 23 Jun 2021
UniGNN: a Unified Framework for Graph and Hypergraph Neural Networks Jing Huang Jie Yang AI4CE GNN 54 176 0 03 May 2021
Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges M. Bronstein Joan Bruna Taco S. Cohen Petar Velivcković GNN 362 1,163 0 27 Apr 2021
Finite Impulse Response Filters for Simplicial Complexes Maosheng Yang Elvin Isufi Michael T. Schaub G. Leus 70 36 0 23 Mar 2021
Simplicial Complex Representation Learning Mustafa Hajij Ghada Zamzmi Theodore Papamarkou Vasileios Maroulas X. Cai 73 18 0 06 Mar 2021
Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks Cristian Bodnar Fabrizio Frasca Yu Guang Wang N. Otter Guido Montúfar Pietro Lio M. Bronstein 109 257 0 04 Mar 2021
Principled Simplicial Neural Networks for Trajectory Prediction T. Roddenberry Nicholas Glaze Santiago Segarra 3DPC 99 93 0 19 Feb 2021
Signal Processing on Higher-Order Networks: Livin' on the Edge ... and Beyond Michael T. Schaub Yu Zhu Jean-Baptiste Seby T. Roddenberry Santiago Segarra 183 149 0 14 Jan 2021
Be More with Less: Hypergraph Attention Networks for Inductive Text Classification Kaize Ding Jianling Wang Jundong Li Dingcheng Li Huan Liu GNN 47 209 0 01 Nov 2020
k-simplex2vec: a simplicial extension of node2vec Celia Hacker 51 19 0 12 Oct 2020
HyperSAGE: Generalizing Inductive Representation Learning on Hypergraphs Devanshu Arya D. K. Gupta Stevan Rudinac Marcel Worring 68 78 0 09 Oct 2020
Simplicial Neural Networks Stefania Ebli M. Defferrard Gard Spreemann GNN 73 131 0 07 Oct 2020
Cell Complex Neural Networks Mustafa Hajij Kyle Istvan Ghada Zamzmi 105 61 0 02 Oct 2020
Simple and Deep Graph Convolutional Networks Ming Chen Zhewei Wei Zengfeng Huang Bolin Ding Yaliang Li GNN 127 1,501 0 04 Jul 2020
HNHN: Hypergraph Networks with Hyperedge Neurons Yihe Dong W. Sawin Yoshua Bengio GNN 47 133 0 22 Jun 2020
Deep Hyperedges: a Framework for Transductive and Inductive Learning on Hypergraphs Josh Payne GNN 109 24 0 07 Oct 2019
HyperLearn: A Distributed Approach for Representation Learning in Datasets With Many Modalities Devanshu Arya Stevan Rudinac Marcel Worring 56 11 0 19 Sep 2019
Measuring and Relieving the Over-smoothing Problem for Graph Neural Networks from the Topological View Deli Chen Yankai Lin Wei Li Peng Li Jie Zhou Xu Sun 94 1,113 0 07 Sep 2019
Simplex2Vec embeddings for community detection in simplicial complexes J. Billings Mirko Hu G. Lerda Alexey N. Medvedev Francesco Mottes Adrian I. Onicas Andrea Santoro G. Petri 47 30 0 21 Jun 2019
Hypergraph Convolution and Hypergraph Attention S. Bai Feihu Zhang Philip Torr GNN 95 629 0 23 Jan 2019
Graph Neural Networks: A Review of Methods and Applications Jie Zhou Ganqu Cui Shengding Hu Zhengyan Zhang Cheng Yang Zhiyuan Liu Lifeng Wang Changcheng Li Maosong Sun AI4CE GNN 1.1K 5,551 0 20 Dec 2018
Hypergraph Neural Networks Yifan Feng Haoxuan You Zizhao Zhang Rongrong Ji Yue Gao GNN 90 1,385 0 25 Sep 2018
Neural Message Passing for Quantum Chemistry Justin Gilmer S. Schoenholz Patrick F. Riley Oriol Vinyals George E. Dahl 598 7,496 0 04 Apr 2017
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 815 3,298 0 24 Nov 2016
node2vec: Scalable Feature Learning for Networks Aditya Grover J. Leskovec 194 10,924 0 03 Jul 2016
DeepWalk: Online Learning of Social Representations Bryan Perozzi Rami Al-Rfou Steven Skiena HAI 265 9,809 0 26 Mar 2014
The Total Variation on Hypergraphs - Learning on Hypergraphs Revisited Matthias Hein S. Setzer Leonardo Jost Syama Sundar Rangapuram 76 163 0 18 Dec 2013
Statistical ranking and combinatorial Hodge theory Xiaoye Jiang Lek-Heng Lim Yuan Yao Yinyu Ye 121 372 0 07 Nov 2008