k-simplex2vec: a simplicial extension of node2vec

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k-simplex2vec: a simplicial extension of node2vec

12 October 2020

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Papers citing "k-simplex2vec: a simplicial extension of node2vec"

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Title
Demystifying Higher-Order Graph Neural Networks Maciej Besta Florian Scheidl Lukas Gianinazzi S. Klaiman Jürgen Müller Torsten Hoefler 98 3 0 18 Jun 2024
Learning From Simplicial Data Based on Random Walks and 1D Convolutions Florian Frantzen Michael T. Schaub 154 0 0 04 Apr 2024
Simplicial Representation Learning with Neural $k$ -Forms Kelly Maggs Celia Hacker Bastian Rieck AI4CE 96 12 0 13 Dec 2023
Differentiable Euler Characteristic Transforms for Shape Classification Ernst Röell Bastian Rieck 97 7 0 11 Oct 2023
Higher-order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes Yiming Huang Yujie Zeng Qiang Wu Linyuan Lu 74 19 0 22 Sep 2023
CAT-Walk: Inductive Hypergraph Learning via Set Walks Ali Behrouz Farnoosh Hashemi Sadaf Sadeghian Margo Seltzer 79 16 0 19 Jun 2023
Architectures of Topological Deep Learning: A Survey of Message-Passing Topological Neural Networks Mathilde Papillon Sophia Sanborn Mustafa Hajij Nina Miolane 3DV AI4CE 119 36 0 20 Apr 2023
Semantic-Native Communication: A Simplicial Complex Perspective Qiyang Zhao M. Bennis Merouane Debbah Daniella Harth da Costa 77 5 0 30 Oct 2022
On the Surprising Behaviour of node2vec Celia Hacker Bastian Rieck 57 4 0 16 Jun 2022
Accurately Modeling Biased Random Walks on Weighted Graphs Using $\textit{Node2vec+}$ Renming Liu M. Hirn Arjun Krishnan 31 4 0 15 Sep 2021
What are higher-order networks? C. Bick Elizabeth Gross Heather A. Harrington Michael T. Schaub 174 288 0 20 Apr 2021
Simplicial Complex Representation Learning Mustafa Hajij Ghada Zamzmi Theodore Papamarkou Vasileios Maroulas X. Cai 98 18 0 06 Mar 2021
Cell Complex Neural Networks Mustafa Hajij Kyle Istvan Ghada Zamzmi 127 61 0 02 Oct 2020