On the Trade-Off between Stability and Representational Capacity in
Graph Neural Networks

On the Trade-Off between Stability and Representational Capacity in Graph Neural Networks

4 December 2023

Amanda Prorok

Elvin Isufi

Papers citing "On the Trade-Off between Stability and Representational Capacity in Graph Neural Networks"

8 / 8 papers shown

Title
Sparse Covariance Neural Networks Andrea Cavallo Zhan Gao Elvin Isufi 18 0 0 02 Oct 2024
Online Control Barrier Functions for Decentralized Multi-Agent Navigation Zhan Gao Guangtao Yang Amanda Prorok 27 15 0 08 Mar 2023
Environment Optimization for Multi-Agent Navigation Zhan Gao Amanda Prorok 29 9 0 22 Sep 2022
Graph-Time Convolutional Neural Networks: Architecture and Theoretical Analysis Mohammad Sabbaqi Elvin Isufi GNN AI4TS 24 13 0 30 Jun 2022
Transferability of Graph Neural Networks: an Extended Graphon Approach Sohir Maskey Ron Levie Gitta Kutyniok GNN 81 49 0 21 Sep 2021
Graph and graphon neural network stability Luana Ruiz Zhiyang Wang Alejandro Ribeiro GNN 78 17 0 23 Oct 2020
Representation Learning on Graphs with Jumping Knowledge Networks Keyulu Xu Chengtao Li Yonglong Tian Tomohiro Sonobe Ken-ichi Kawarabayashi Stefanie Jegelka GNN 226 1,726 0 09 Jun 2018
Convolutional Neural Network Architectures for Signals Supported on Graphs Fernando Gama A. Marques G. Leus Alejandro Ribeiro 120 284 0 01 May 2018