Preventing Over-Smoothing for Hypergraph Neural Networks

Preventing Over-Smoothing for Hypergraph Neural Networks

31 March 2022

Papers citing "Preventing Over-Smoothing for Hypergraph Neural Networks"

12 / 12 papers shown

Title
HGFormer: Topology-Aware Vision Transformer with HyperGraph Learning Hao Wang Shuo Zhang Biao Leng ViT 62 0 0 03 Apr 2025
Recent Advances in Hypergraph Neural Networks Murong Yang Xin-Jian Xu GNN 77 0 0 11 Mar 2025
DPHGNN: A Dual Perspective Hypergraph Neural Networks Siddhant Saxena Shounak Ghatak Raghu Kolla Debashis Mukherjee Tanmoy Chakraborty 18 2 0 26 May 2024
LightHGNN: Distilling Hypergraph Neural Networks into MLPs for $100\times$ Faster Inference Yifan Feng Yihe Luo Shihui Ying Yue Gao BDL 12 2 0 06 Feb 2024
Hypergraph Transformer for Semi-Supervised Classification Zexi Liu Bohan Tang Ziyuan Ye Xiaowen Dong Siheng Chen Yanfeng Wang 24 4 0 18 Dec 2023
Hypergraph-MLP: Learning on Hypergraphs without Message Passing Bohan Tang Siheng Chen Xiaowen Dong 26 5 0 15 Dec 2023
Hypergraph Neural Networks through the Lens of Message Passing: A Common Perspective to Homophily and Architecture Design Lev Telyatnikov Maria Sofia Bucarelli Guillermo Bernardez Olga Zaghen Simone Scardapane Pietro Lió 33 10 0 11 Oct 2023
Sheaf Hypergraph Networks Iulia Duta Giulia Cassara Fabrizio Silvestri Pietro Lió 4 16 0 29 Sep 2023
A Simple Hypergraph Kernel Convolution based on Discounted Markov Diffusion Process Fuyang Li Jiying Zhang Xi Xiao Bin Zhang Dijun Luo 19 3 0 30 Oct 2022
Hypergraph Convolutional Networks via Equivalency between Hypergraphs and Undirected Graphs Jiying Zhang Fuyang Li Xi Xiao Tingyang Xu Yu Rong Junzhou Huang Yatao Bian GNN 11 24 0 31 Mar 2022
Learnable Hypergraph Laplacian for Hypergraph Learning Jiying Zhang Yuzhao Chen Xiong Xiao Runiu Lu Shutao Xia 16 28 0 10 Jun 2021
Representation Learning on Graphs with Jumping Knowledge Networks Keyulu Xu Chengtao Li Yonglong Tian Tomohiro Sonobe Ken-ichi Kawarabayashi Stefanie Jegelka GNN 229 1,935 0 09 Jun 2018