Simplicial Neural Networks

7 October 2020

Papers citing "Simplicial Neural Networks"

20 / 20 papers shown

Title
Topological Neural Networks over the Air Simone Fiorellino Claudio Battiloro P. Di Lorenzo 78 3 0 17 Feb 2025
Higher-Order Topological Directionality and Directed Simplicial Neural Networks M. Lecha Andrea Cavallo Francesca Dominici Elvin Isufi Claudio Battiloro AI4CE 151 2 0 17 Jan 2025
Graph Neural Networks for Edge Signals: Orientation Equivariance and Invariance Dominik Fuchsgruber Tim Poštuvan Stephan Günnemann Simon Geisler 34 2 0 22 Oct 2024
TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks Mathilde Papillon Guillermo Bernardez Claudio Battiloro Nina Miolane BDL 52 1 0 09 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
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
Multiscale Hodge Scattering Networks for Data Analysis Naoki Saito Stefan C. Schonsheck Eugene Shvarts 32 1 0 17 Nov 2023
Topological Point Cloud Clustering Vincent P. Grande Michael T. Schaub 3DPC 21 7 0 29 Mar 2023
A Topological Deep Learning Framework for Neural Spike Decoding Edward C. Mitchell Brittany Story D. Boothe P. Franaszczuk Vasileios Maroulas 21 8 0 01 Dec 2022
Evaluating Distribution System Reliability with Hyperstructures Graph Convolutional Nets Yuzhou Chen Tian Jiang M. Heleno Alexandre Moreira Yulia R. Gel GNN AI4CE 26 3 0 14 Nov 2022
Semantic-Native Communication: A Simplicial Complex Perspective Qiyang Zhao M. Bennis Merouane Debbah Daniella Harth da Costa 32 5 0 30 Oct 2022
Generalized Spectral Coarsening A. Keros Kartic Subr 16 0 0 04 Jul 2022
Simplicial Attention Neural Networks L. Giusti Claudio Battiloro P. Lorenzo S. Sardellitti Sergio Barbarossa 38 32 0 14 Mar 2022
Simplicial Convolutional Filters Maosheng Yang Elvin Isufi Michael T. Schaub G. Leus 30 31 0 27 Jan 2022
Dist2Cycle: A Simplicial Neural Network for Homology Localization A. Keros Vidit Nanda Kartic Subr 19 28 0 28 Oct 2021
Simplicial Convolutional Neural Networks Maosheng Yang Elvin Isufi G. Leus GNN 65 57 0 06 Oct 2021
Simplicial Complex Representation Learning Mustafa Hajij Ghada Zamzmi Theodore Papamarkou Vasileios Maroulas X. Cai 27 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 Lió M. Bronstein 25 247 0 04 Mar 2021
Principled Simplicial Neural Networks for Trajectory Prediction T. Roddenberry Nicholas Glaze Santiago Segarra 3DPC 10 91 0 19 Feb 2021
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 238 3,234 0 24 Nov 2016