Hypergraph Neural Networks through the Lens of Message Passing: A Common Perspective to Homophily and Architecture Design

Hypergraph Neural Networks through the Lens of Message Passing: A Common Perspective to Homophily and Architecture Design

11 October 2023

Lev Telyatnikov

Maria Sofia Bucarelli

Guillermo Bernardez

Simone Scardapane

Papers citing "Hypergraph Neural Networks through the Lens of Message Passing: A Common Perspective to Homophily and Architecture Design"

9 / 9 papers shown

Title
Recent Advances in Hypergraph Neural Networks Murong Yang Xin-Jian Xu GNN 72 0 0 11 Mar 2025
TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks Mathilde Papillon Guillermo Bernardez Claudio Battiloro Nina Miolane BDL 41 1 0 09 Oct 2024
Analysing the Behaviour of Tree-Based Neural Networks in Regression Tasks P. Samoaa Mehrdad Farahani Antonio Longa Philipp Leitner M. Chehreghani 25 0 0 17 Jun 2024
Co-Representation Neural Hypergraph Diffusion for Edge-Dependent Node Classification Yijia Zheng M. Worring DiffM 24 1 0 23 May 2024
A Survey on Hypergraph Neural Networks: An In-Depth and Step-By-Step Guide Sunwoo Kim Soo Yong Lee Yue Gao Alessia Antelmi Mirko Polato Kijung Shin GNN AI4TS 24 15 0 01 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 30 25 0 14 Feb 2024
MLP-Mixer: An all-MLP Architecture for Vision Ilya O. Tolstikhin N. Houlsby Alexander Kolesnikov Lucas Beyer Xiaohua Zhai ... Andreas Steiner Daniel Keysers Jakob Uszkoreit Mario Lucic Alexey Dosovitskiy 239 2,554 0 04 May 2021
Grale: Designing Networks for Graph Learning Jonathan J. Halcrow A. Mosoi Sam Ruth Bryan Perozzi GNN 63 43 0 23 Jul 2020
Geom-GCN: Geometric Graph Convolutional Networks Hongbin Pei Bingzhen Wei Kevin Chen-Chuan Chang Yu Lei Bo Yang GNN 167 1,058 0 13 Feb 2020