Generalized Simplicial Attention Neural Networks

Generalized Simplicial Attention Neural Networks

5 September 2023

Claudio Battiloro

Sergio Barbarossa

Papers citing "Generalized Simplicial Attention Neural Networks"

16 / 16 papers shown

Title
Matched Topological Subspace Detector Chengen Liu Victor M. Tenorio Antonio G. Marques Elvin Isufi 21 0 0 08 Apr 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
Dirac-Equation Signal Processing: Physics Boosts Topological Machine Learning Runyue Wang Yu Tian Pietro Liò Ginestra Bianconi 78 2 0 06 Dec 2024
Graph Classification Gaussian Processes via Hodgelet Spectral Features Mathieu Alain So Takao Xiaowen Dong Bastian Alexander Rieck Emmanuel Noutahi 22 2 0 14 Oct 2024
TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks Mathilde Papillon Guillermo Bernardez Claudio Battiloro Nina Miolane BDL 54 1 0 09 Oct 2024
E(n) Equivariant Topological Neural Networks Claudio Battiloro Ege Karaismailoglu Mauricio Tec George Dasoulas Michelle Audirac Francesca Dominici 55 5 0 24 May 2024
Advancing Graph Neural Networks with HL-HGAT: A Hodge-Laplacian and Attention Mechanism Approach for Heterogeneous Graph-Structured Data Jinghan Huang Qiufeng Chen Yijun Bian Pengli Zhu Nanguang Chen Moo K. Chung Anqi Qiu 40 0 0 11 Mar 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 62 26 0 14 Feb 2024
Hypergraph-MLP: Learning on Hypergraphs without Message Passing Bohan Tang Siheng Chen Xiaowen Dong 26 5 0 15 Dec 2023
Gaussian Processes on Cellular Complexes Mathieu Alain So Takao Brooks Paige M. Deisenroth 19 12 0 02 Nov 2023
Tangent Bundle Convolutional Learning: from Manifolds to Cellular Sheaves and Back Claudio Battiloro Zhiyang Wang Hans Riess P. Di Lorenzo Alejandro Ribeiro 33 9 0 20 Mar 2023
SGAT: Simplicial Graph Attention Network See Hian Lee Feng Ji Wee Peng Tay 69 23 0 24 Jul 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 126 145 0 14 Jan 2021
Convolutional Neural Network Architectures for Signals Supported on Graphs Fernando Gama A. Marques G. Leus Alejandro Ribeiro 132 285 0 01 May 2018
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 259 3,239 0 24 Nov 2016