MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed
Laplacian

MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian

1 September 2022

Michael Perlmutter

Mihai Cucuringu

Papers citing "MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian"

18 / 18 papers shown

Title
Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Xunkai Li Zhengyu Wu Kaichi Yu Hongchao Qin Guang Zeng Rong-Hua Li Guoren Wang 35 0 0 02 May 2025
Toward Effective Digraph Representation Learning: A Magnetic Adaptive Propagation based Approach Xunkai Li Daohan Su Zhengyu Wu Guang Zeng Hongchao Qin Rong-Hua Li Guoren Wang AI4CE 33 0 0 21 Jan 2025
Scale Invariance of Graph Neural Networks Qin Jiang Chengjia Wang Michael Lones Wei Pang GNN 112 0 0 28 Nov 2024
A Benchmark on Directed Graph Representation Learning in Hardware Designs Haoyu Wang Yinan Huang Nan Wu Pan Li OOD 43 1 0 09 Oct 2024
Signed Graph Autoencoder for Explainable and Polarization-Aware Network Embeddings Nikolaos Nakis Chrysoula Kosma Giannis Nikolentzos Michalis Chatzianastasis Iakovos Evdaimon Michalis Vazirgiannis 46 1 0 16 Sep 2024
What Are Good Positional Encodings for Directed Graphs? Yinan Huang Haoyu Wang Pan Li 31 2 0 30 Jul 2024
Spectral GNN via Two-dimensional (2-D) Graph Convolution Guoming Li Jian Yang Shangsong Liang Dongsheng Luo GNN 38 2 0 06 Apr 2024
HyperMagNet: A Magnetic Laplacian based Hypergraph Neural Network Tatyana Benko Martin Buck Ilya Amburg Stephen J. Young Sinan G. Aksoy 32 3 0 15 Feb 2024
LightDiC: A Simple yet Effective Approach for Large-scale Digraph Representation Learning Xunkai Li Meihao Liao Zhengyu Wu Daohan Su Wentao Zhang Ronghua Li Guoren Wang AI4CE 38 7 0 22 Jan 2024
Graph Learning in 4D: a Quaternion-valued Laplacian to Enhance Spectral GCNs Stefano Fiorini Stefano Coniglio Michele Ciavotta Enza Messina GNN 29 5 0 28 Dec 2023
HoloNets: Spectral Convolutions do extend to Directed Graphs Christian Koke Daniel Cremers 36 9 0 03 Oct 2023
FastGraphTTS: An Ultrafast Syntax-Aware Speech Synthesis Framework Jianzong Wang Xulong Zhang Aolan Sun Ning Cheng Jing Xiao 29 1 0 16 Sep 2023
Structural Balance and Random Walks on Complex Networks with Complex Weights Yu Tian R. Lambiotte 16 10 0 04 Jul 2023
Transformers Meet Directed Graphs Simon Geisler Yujia Li D. Mankowitz A. Cemgil Stephan Günnemann Cosmin Paduraru 27 35 0 31 Jan 2023
Signed Graph Neural Networks: A Frequency Perspective Rahul Singh Yongxin Chen 11 11 0 15 Aug 2022
SigMaNet: One Laplacian to Rule Them All Stefano Fiorini Stefano Coniglio Michele Ciavotta Enza Messina 38 21 0 26 May 2022
PyTorch Geometric Signed Directed: A Software Package on Graph Neural Networks for Signed and Directed Graphs Yixuan He Xitong Zhang Junjie Huang Benedek Rozemberczki Mihai Cucuringu G. Reinert 24 14 0 22 Feb 2022
SDGNN: Learning Node Representation for Signed Directed Networks Junjie Huang Huawei Shen Liang Hou Xueqi Cheng 34 83 0 07 Jan 2021