Graph Learning in 4D: a Quaternion-valued Laplacian to Enhance Spectral
GCNs

Graph Learning in 4D: a Quaternion-valued Laplacian to Enhance Spectral GCNs

28 December 2023

Stefano Fiorini

Stefano Coniglio

Michele Ciavotta

ArXiv (abs)PDF HTML

Papers citing "Graph Learning in 4D: a Quaternion-valued Laplacian to Enhance Spectral GCNs"

15 / 15 papers shown

Title
MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian Yixuan He Michael Perlmutter Gesine Reinert Mihai Cucuringu 73 27 0 01 Sep 2022
SigMaNet: One Laplacian to Rule Them All Stefano Fiorini Stefano Coniglio Michele Ciavotta Enza Messina 72 24 0 26 May 2022
Quaternion Graph Neural Networks Dai Quoc Nguyen T. Nguyen Dinh Q. Phung GNN 66 33 0 12 Aug 2020
Directed Graph Convolutional Network Zekun Tong Yuxuan Liang Changsheng Sun David S. Rosenblum A. Lim BDL GNN 111 118 0 29 Apr 2020
Predict then Propagate: Graph Neural Networks meet Personalized PageRank Johannes Klicpera Aleksandar Bojchevski Stephan Günnemann GNN 225 1,694 0 14 Oct 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 257 7,705 0 01 Oct 2018
Quaternion Recurrent Neural Networks Titouan Parcollet Mirco Ravanelli Mohamed Morchid G. Linarès C. Trabelsi R. Mori Yoshua Bengio 33 132 0 12 Jun 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 484 20,265 0 30 Oct 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 516 15,331 0 07 Jun 2017
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 815 3,298 0 24 Nov 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 677 29,183 0 09 Sep 2016
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering M. Defferrard Xavier Bresson P. Vandergheynst GNN 365 7,681 0 30 Jun 2016
Gated Graph Sequence Neural Networks Yujia Li Daniel Tarlow Marc Brockschmidt R. Zemel GNN 347 3,288 0 17 Nov 2015
Exploiting Social Network Structure for Person-to-Person Sentiment Analysis Robert West Hristo S. Paskov J. Leskovec Christopher Potts 70 219 0 08 Sep 2014
Signed Networks in Social Media J. Leskovec D. Huttenlocher Jon M. Kleinberg 134 1,478 0 11 Mar 2010