PyTorch Geometric Signed Directed: A Software Package on Graph Neural
Networks for Signed and Directed Graphs

PyTorch Geometric Signed Directed: A Software Package on Graph Neural Networks for Signed and Directed Graphs

22 February 2022

Benedek Rozemberczki

Mihai Cucuringu

Papers citing "PyTorch Geometric Signed Directed: A Software Package on Graph Neural Networks for Signed and Directed Graphs"

15 / 15 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 40 0 0 02 May 2025
Understanding the Design Principles of Link Prediction in Directed Settings Jun Zhai Muberra Ozmen Thomas Markovich AI4CE 40 0 0 24 Feb 2025
Subsampling Graphs with GNN Performance Guarantees Mika Sarkin Jain Stefanie Jegelka Ishani Karmarkar Luana Ruiz Ellen Vitercik 44 1 0 23 Feb 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 36 0 0 21 Jan 2025
Multi-Class and Multi-Task Strategies for Neural Directed Link Prediction Claudio Moroni Claudio Borile Carolina Mattsson Michele Starnini Andre' Panisson 74 0 0 14 Dec 2024
A Benchmark on Directed Graph Representation Learning in Hardware Designs Haoyu Wang Yinan Huang Nan Wu Pan Li OOD 54 1 0 09 Oct 2024
Link Polarity Prediction from Sparse and Noisy Labels via Multiscale Social Balance Marco Minici Federico Cinus Francesco Bonchi Giuseppe Manco 21 0 0 22 Jul 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
The Map Equation Goes Neural: Mapping Network Flows with Graph Neural Networks Christopher Blöcker Chester Tan Ingo Scholtes 32 1 0 02 Oct 2023
Edge Directionality Improves Learning on Heterophilic Graphs Emanuele Rossi Bertrand Charpentier Francesco Di Giovanni Fabrizio Frasca Stephan Günnemann Michael M. Bronstein 24 57 0 17 May 2023
Multi-Head Graph Convolutional Network for Structural Connectome Classification Anees Kazi Jocelyn M Mora Bruce Fischl Yun Cao I. Aganj 21 3 0 02 May 2023
GNNRank: Learning Global Rankings from Pairwise Comparisons via Directed Graph Neural Networks Yixuan He Quan Gan David Wipf Gesine Reinert Junchi Yan Mihai Cucuringu GNN FedML 28 19 0 01 Feb 2022
SDGNN: Learning Node Representation for Signed Directed Networks Junjie Huang Huawei Shen Liang Hou Xueqi Cheng 45 83 0 07 Jan 2021
Geom-GCN: Geometric Graph Convolutional Networks Hongbin Pei Bingzhen Wei Kevin Chen-Chuan Chang Yu Lei Bo Yang GNN 169 1,085 0 13 Feb 2020
Multi-scale Attributed Node Embedding Benedek Rozemberczki Carl Allen Rik Sarkar GNN 148 838 0 28 Sep 2019