Signal Processing on Cell Complexes

11 October 2021

Papers citing "Signal Processing on Cell Complexes"

23 / 23 papers shown

Title
Topological Neural Networks over the Air Simone Fiorellino Claudio Battiloro P. Di Lorenzo 78 3 0 17 Feb 2025
Beyond Euclid: An Illustrated Guide to Modern Machine Learning with Geometric, Topological, and Algebraic Structures Sophia Sanborn Johan Mathe Mathilde Papillon Domas Buracas Hansen Lillemark Christian Shewmake Abby Bertics Xavier Pennec Nina Miolane 56 4 0 12 Jul 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
Attending to Topological Spaces: The Cellular Transformer Rubén Ballester Pablo Hernández-García Mathilde Papillon Claudio Battiloro Nina Miolane Tolga Birdal Carles Casacuberta Sergio Escalera Mustafa Hajij 35 3 0 23 May 2024
Learning From Simplicial Data Based on Random Walks and 1D Convolutions Florian Frantzen Michael T. Schaub 97 0 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 56 25 0 14 Feb 2024
Topo-MLP : A Simplicial Network Without Message Passing K. Ramamurthy Aldo Guzmán-Sáenz Mustafa Hajij 49 8 0 19 Dec 2023
Multiscale Hodge Scattering Networks for Data Analysis Naoki Saito Stefan C. Schonsheck Eugene Shvarts 32 1 0 17 Nov 2023
Gaussian Processes on Cellular Complexes Mathieu Alain So Takao Brooks Paige M. Deisenroth 19 11 0 02 Nov 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
Representing Edge Flows on Graphs via Sparse Cell Complexes Josef Hoppe Michael T. Schaub 11 4 0 04 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
NervePool: A Simplicial Pooling Layer Sarah McGuire E. Munch M. Hirn 25 1 0 10 May 2023
Architectures of Topological Deep Learning: A Survey of Message-Passing Topological Neural Networks Mathilde Papillon Sophia Sanborn Mustafa Hajij Nina Miolane 3DV AI4CE 30 33 0 20 Apr 2023
Convolutional Learning on Simplicial Complexes Maosheng Yang Elvin Isufi 16 19 0 26 Jan 2023
Dirac signal processing of higher-order topological signals Lucille Calmon Michael T. Schaub G. Bianconi 11 27 0 12 Jan 2023
Causal Fourier Analysis on Directed Acyclic Graphs and Posets B. Seifert Chris Wendler Markus Püschel 47 19 0 16 Sep 2022
Simplicial Convolutional Filters Maosheng Yang Elvin Isufi Michael T. Schaub G. Leus 30 32 0 27 Jan 2022
Outlier Detection for Trajectories via Flow-embeddings Florian Frantzen Jean-Baptiste Seby Michael T. Schaub 25 8 0 25 Nov 2021
What are higher-order networks? C. Bick Elizabeth Gross Heather A. Harrington Michael T. Schaub 106 274 0 20 Apr 2021
Simplicial Complex Representation Learning Mustafa Hajij Ghada Zamzmi Theodore Papamarkou Vasileios Maroulas X. Cai 27 18 0 06 Mar 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 120 145 0 14 Jan 2021