Simplicial Attention Neural Networks

14 March 2022

Papers citing "Simplicial Attention Neural Networks"

20 / 20 papers shown

Title
COSMOS: Continuous Simplicial Neural Networks Aref Einizade Dorina Thanou Fragkiskos D. Malliaros Jhony H. Giraldo AI4CE 56 0 0 17 Mar 2025
Topological Neural Networks over the Air Simone Fiorellino Claudio Battiloro P. Di Lorenzo 78 3 0 17 Feb 2025
Graph Neural Networks for Edge Signals: Orientation Equivariance and Invariance Dominik Fuchsgruber Tim Poštuvan Stephan Günnemann Simon Geisler 29 2 0 22 Oct 2024
E(n) Equivariant Topological Neural Networks Claudio Battiloro Ege Karaismailoglu Mauricio Tec George Dasoulas Michelle Audirac Francesca Dominici 47 5 0 24 May 2024
Binarized Simplicial Convolutional Neural Networks Yi Yan E. Kuruoglu 39 2 0 07 May 2024
Learning From Simplicial Data Based on Random Walks and 1D Convolutions Florian Frantzen Michael T. Schaub 97 0 0 04 Apr 2024
On the Theoretical Expressive Power and the Design Space of Higher-Order Graph Transformers Cai Zhou Rose Yu Yusu Wang 32 7 0 04 Apr 2024
Position: Topological Deep Learning is the New Frontier for Relational Learning Theodore Papamarkou Tolga Birdal Michael M. Bronstein Gunnar Carlsson Justin Curry ... Petar Velickovic Bei Wang Yusu Wang Guo-Wei Wei Ghada Zamzmi AI4CE 54 24 0 14 Feb 2024
Topo-MLP : A Simplicial Network Without Message Passing K. Ramamurthy Aldo Guzmán-Sáenz Mustafa Hajij 47 8 0 19 Dec 2023
On the spectrum of the Hodge Laplacian on sequences Hannah Santa Cruz Baur V. Itskov 22 0 0 17 Oct 2023
Generalized Simplicial Attention Neural Networks Claudio Battiloro Lucia Testa Lorenzo Giusti S. Sardellitti P. Lorenzo Sergio Barbarossa 25 18 0 05 Sep 2023
From Latent Graph to Latent Topology Inference: Differentiable Cell Complex Module Claudio Battiloro Indro Spinelli Lev Telyatnikov Michael M. Bronstein Simone Scardapane P. Lorenzo BDL 21 14 0 25 May 2023
Tangent Bundle Convolutional Learning: from Manifolds to Cellular Sheaves and Back Claudio Battiloro Zhiyang Wang Hans Riess P. Di Lorenzo Alejandro Ribeiro 23 9 0 20 Mar 2023
Tangent Bundle Filters and Neural Networks: from Manifolds to Cellular Sheaves and Back Claudio Battiloro Zhiyang Wang Hans Riess P. Lorenzo Alejandro Ribeiro 34 13 0 26 Oct 2022
Pooling Strategies for Simplicial Convolutional Networks Domenico Mattia Cinque Claudio Battiloro P. Lorenzo 22 5 0 11 Oct 2022
Cell Attention Networks Lorenzo Giusti Claudio Battiloro Lucia Testa P. Lorenzo S. Sardellitti Sergio Barbarossa 3DPC GNN 124 32 0 16 Sep 2022
Representation Power of Graph Neural Networks: Improved Expressivity via Algebraic Analysis Charilaos I. Kanatsoulis Alejandro Ribeiro 25 4 0 19 May 2022
Simplicial Attention Networks Christopher Wei Jin Goh Cristian Bodnar Pietro Lio' GNN 37 36 0 20 Apr 2022
Simplicial Convolutional Neural Networks Maosheng Yang Elvin Isufi G. Leus GNN 65 57 0 06 Oct 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 118 145 0 14 Jan 2021