Asymptotic generalization error of a single-layer graph convolutional
network

Asymptotic generalization error of a single-layer graph convolutional network

6 February 2024

L. Zdeborová

Papers citing "Asymptotic generalization error of a single-layer graph convolutional network"

9 / 9 papers shown

Title
Optimality of Message-Passing Architectures for Sparse Graphs Aseem Baranwal Kimon Fountoulakis Aukosh Jagannath 131 11 0 10 Jan 2025
Bayes-optimal Learning of Deep Random Networks of Extensive-width Hugo Cui Florent Krzakala Lenka Zdeborová BDL 54 37 0 01 Feb 2023
Learning Theory Can (Sometimes) Explain Generalisation in Graph Neural Networks Pascal Esser L. C. Vankadara Debarghya Ghoshdastidar 50 54 0 07 Dec 2021
Graph Convolution for Semi-Supervised Classification: Improved Linear Separability and Out-of-Distribution Generalization Aseem Baranwal Kimon Fountoulakis Aukosh Jagannath OODD 85 75 0 13 Feb 2021
Generalization error in high-dimensional perceptrons: Approaching Bayes error with convex optimization Benjamin Aubin Florent Krzakala Yue M. Lu Lenka Zdeborová 55 54 0 11 Jun 2020
The role of regularization in classification of high-dimensional noisy Gaussian mixture Francesca Mignacco Florent Krzakala Yue M. Lu Lenka Zdeborová 30 89 0 26 Feb 2020
Surprises in High-Dimensional Ridgeless Least Squares Interpolation Trevor Hastie Andrea Montanari Saharon Rosset Robert Tibshirani 142 737 0 19 Mar 2019
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 201 8,807 0 25 Aug 2017
Optimal Errors and Phase Transitions in High-Dimensional Generalized Linear Models Jean Barbier Florent Krzakala N. Macris Léo Miolane Lenka Zdeborová 66 262 0 10 Aug 2017

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