Stability of Graph Convolutional Neural Networks to Stochastic
Perturbations

Stability of Graph Convolutional Neural Networks to Stochastic Perturbations

19 June 2021

Elvin Isufi

Alejandro Ribeiro

Papers citing "Stability of Graph Convolutional Neural Networks to Stochastic Perturbations"

8 / 8 papers shown

Title
On the Trade-Off between Stability and Representational Capacity in Graph Neural Networks Zhan Gao Amanda Prorok Elvin Isufi 35 1 0 04 Dec 2023
Decentralized Channel Management in WLANs with Graph Neural Networks Zhan Gao Yulin Shao Deniz Gunduz Amanda Prorok 28 11 0 30 Oct 2022
Space-Time Graph Neural Networks with Stochastic Graph Perturbations Samar Hadou Charilaos I. Kanatsoulis Alejandro Ribeiro 25 4 0 28 Oct 2022
Graph-Time Convolutional Neural Networks: Architecture and Theoretical Analysis Mohammad Sabbaqi Elvin Isufi GNN AI4TS 40 14 0 30 Jun 2022
On the Prediction Instability of Graph Neural Networks Max Klabunde Florian Lemmerich 40 5 0 20 May 2022
Training Stable Graph Neural Networks Through Constrained Learning J. Cerviño Luana Ruiz Alejandro Ribeiro GNN 31 12 0 07 Oct 2021
Wide and Deep Graph Neural Network with Distributed Online Learning Zhan Gao Fernando Gama Alejandro Ribeiro GNN 44 26 0 19 Jul 2021
Convolutional Neural Network Architectures for Signals Supported on Graphs Fernando Gama A. Marques G. Leus Alejandro Ribeiro 132 285 0 01 May 2018