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

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

31 / 31 papers shown

Title
TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks Mathilde Papillon Guillermo Bernardez Claudio Battiloro Nina Miolane BDL 100 7 0 09 Oct 2024
Classification of Edge-dependent Labels of Nodes in Hypergraphs Minyoung Choe Sunwoo Kim Jaemin Yoo Kijung Shin GNN 68 11 0 05 Jun 2023
Selective Mixup Helps with Distribution Shifts, But Not (Only) because of Mixup Damien Teney Jindong Wang Ehsan Abbasnejad 57 6 0 26 May 2023
A Hypergraph Neural Network Framework for Learning Hyperedge-Dependent Node Embeddings Ryan Aponte Ryan Rossi Shunan Guo Jane Hoffswell Nedim Lipka Chang Xiao G. Chan Eunyee Koh Nesreen Ahmed GNN 56 11 0 28 Dec 2022
EvolveHypergraph: Group-Aware Dynamic Relational Reasoning for Trajectory Prediction Jiachen Li Chuanbo Hua Jinkyoo Park Hengbo Ma Victoria M. Dax Mykel J. Kochenderfer 51 7 0 10 Aug 2022
Equivariant Hypergraph Diffusion Neural Operators Peihao Wang Shenghao Yang Yunyu Liu Zhangyang Wang Pan Li DiffM 65 34 0 14 Jul 2022
GroupNet: Multiscale Hypergraph Neural Networks for Trajectory Prediction with Relational Reasoning Chenxin Xu Maosen Li Zhenyang Ni Ya Zhang Siheng Chen 37 151 0 19 Apr 2022
Preventing Over-Smoothing for Hypergraph Neural Networks Guan-Wun Chen Jiying Zhang Xi Xiao Yang Li 38 23 0 31 Mar 2022
Dynamic Hypergraph Convolutional Networks for Skeleton-Based Action Recognition Jinfeng Wei Yunxin Wang Mengli Guo Pei Lv Xiaoshan Yang Mingliang Xu GNN 40 11 0 20 Dec 2021
You are AllSet: A Multiset Function Framework for Hypergraph Neural Networks Eli Chien Chao Pan Jianhao Peng O. Milenkovic GNN 74 132 0 24 Jun 2021
Breaking the Limits of Message Passing Graph Neural Networks M. Balcilar Pierre Héroux Benoit Gaüzère Pascal Vasseur Sébastien Adam P. Honeine 55 124 0 08 Jun 2021
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 399 2,658 0 04 May 2021
UniGNN: a Unified Framework for Graph and Hypergraph Neural Networks Jing Huang Jie Yang AI4CE GNN 44 175 0 03 May 2021
HyperSAGE: Generalizing Inductive Representation Learning on Hypergraphs Devanshu Arya D. K. Gupta Stevan Rudinac Marcel Worring 52 78 0 09 Oct 2020
Implicit Graph Neural Networks Fangda Gu Heng Chang Wenwu Zhu Somayeh Sojoudi L. Ghaoui GNN 63 148 0 14 Sep 2020
Grale: Designing Networks for Graph Learning Jonathan J. Halcrow A. Mosoi Sam Ruth Bryan Perozzi GNN 106 46 0 23 Jul 2020
Simple and Deep Graph Convolutional Networks Ming Chen Zhewei Wei Zengfeng Huang Bolin Ding Yaliang Li GNN 102 1,481 0 04 Jul 2020
HNHN: Hypergraph Networks with Hyperedge Neurons Yihe Dong W. Sawin Yoshua Bengio GNN 44 132 0 22 Jun 2020
Adaptive Universal Generalized PageRank Graph Neural Network Eli Chien Jianhao Peng Pan Li O. Milenkovic 228 735 0 14 Jun 2020
Geom-GCN: Geometric Graph Convolutional Networks Hongbin Pei Bingzhen Wei Kevin Chen-Chuan Chang Yu Lei Bo Yang GNN 296 1,116 0 13 Feb 2020
Hypergraph Convolution and Hypergraph Attention S. Bai Feihu Zhang Philip Torr GNN 69 619 0 23 Jan 2019
Graph Neural Networks: A Review of Methods and Applications Jie Zhou Ganqu Cui Shengding Hu Zhengyan Zhang Cheng Yang Zhiyuan Liu Lifeng Wang Changcheng Li Maosong Sun AI4CE GNN 831 5,493 0 20 Dec 2018
Hypergraph Neural Networks Yifan Feng Haoxuan You Zizhao Zhang Rongrong Ji Yue Gao GNN 78 1,369 0 25 Sep 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 418 20,061 0 30 Oct 2017
Inhomogeneous Hypergraph Clustering with Applications Pan Li O. Milenkovic 45 159 0 05 Sep 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 624 130,942 0 12 Jun 2017
Deep Sets Manzil Zaheer Satwik Kottur Siamak Ravanbakhsh Barnabás Póczós Ruslan Salakhutdinov Alex Smola 310 2,459 0 10 Mar 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 573 28,964 0 09 Sep 2016
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 334 10,467 0 21 Jul 2016
Multi-view Convolutional Neural Networks for 3D Shape Recognition Hang Su Subhransu Maji E. Kalogerakis Erik Learned-Miller 3DV 130 3,213 0 05 May 2015
The Total Variation on Hypergraphs - Learning on Hypergraphs Revisited Matthias Hein S. Setzer Leonardo Jost Syama Sundar Rangapuram 50 163 0 18 Dec 2013