A Manifold Perspective on the Statistical Generalization of Graph Neural
Networks

A Manifold Perspective on the Statistical Generalization of Graph Neural Networks

7 June 2024

Alejandro Ribeiro

Papers citing "A Manifold Perspective on the Statistical Generalization of Graph Neural Networks"

12 / 12 papers shown

Title
Graph Representational Learning: When Does More Expressivity Hurt Generalization? Sohir Maskey Raffaele Paolino Fabian Jogl Gitta Kutyniok Johannes F. Lutzeyer 22 0 0 16 May 2025
Improved Image Classification with Manifold Neural Networks Caio F. Deberaldini Netto Zhiyang Wang Luana Ruiz AI4CE 30 0 0 19 Sep 2024
Generalization of Geometric Graph Neural Networks Zhiyang Wang J. Cerviño Alejandro Ribeiro 35 2 0 08 Sep 2024
Generalization of Graph Neural Networks is Robust to Model Mismatch Zhiyang Wang J. Cerviño Alejandro Ribeiro 45 1 0 25 Aug 2024
Distributed Training of Large Graph Neural Networks with Variable Communication Rates J. Cerviño Md Asadullah Turja Hesham Mostafa N. Himayat Alejandro Ribeiro GNN AI4CE 57 0 0 25 Jun 2024
Convolutional Neural Networks on Manifolds: From Graphs and Back Zhiyang Wang Luana Ruiz Alejandro Ribeiro 3DPC GNN 40 14 0 01 Oct 2022
Generalization Analysis of Message Passing Neural Networks on Large Random Graphs Sohir Maskey Ron Levie Yunseok Lee Gitta Kutyniok GNN 83 54 0 01 Feb 2022
Transferability of Graph Neural Networks: an Extended Graphon Approach Sohir Maskey Ron Levie Gitta Kutyniok GNN 91 50 0 21 Sep 2021
From Local Structures to Size Generalization in Graph Neural Networks Gilad Yehudai Ethan Fetaya E. Meirom Gal Chechik Haggai Maron GNN AI4CE 172 123 0 17 Oct 2020
Point-GNN: Graph Neural Network for 3D Object Detection in a Point Cloud Weijing Shi Ragunathan R. Rajkumar 3DPC 171 738 0 02 Mar 2020
Geometric deep learning on graphs and manifolds using mixture model CNNs Federico Monti Davide Boscaini Jonathan Masci Emanuele Rodolà Jan Svoboda M. Bronstein GNN 251 1,811 0 25 Nov 2016
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 259 3,239 0 24 Nov 2016