Stability Properties of Graph Neural Networks

11 May 2019

Joan Bruna

Alejandro Ribeiro

Papers citing "Stability Properties of Graph Neural Networks"

50 / 53 papers shown

Title
Graph Sampling for Scalable and Expressive Graph Neural Networks on Homophilic Graphs Haolin Li Luana Ruiz Luana Ruiz 37 0 0 22 Oct 2024
Spatiotemporal Covariance Neural Networks Andrea Cavallo Mohammad Sabbaqi Elvin Isufi 29 3 0 16 Sep 2024
On the Hölder Stability of Multiset and Graph Neural Networks Yair Davidson Nadav Dym 51 0 0 11 Jun 2024
Liquid-Graph Time-Constant Network for Multi-Agent Systems Control Antonio Marino C. Pacchierotti P. Giordano 40 1 0 22 Apr 2024
Decentralized Learning Strategies for Estimation Error Minimization with Graph Neural Networks Xingran Chen Navid Naderializadeh Alejandro Ribeiro Shirin Saeedi Bidokhti 114 1 0 04 Apr 2024
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
Transferability of coVariance Neural Networks and Application to Interpretable Brain Age Prediction using Anatomical Features Saurabh Sihag Fangchang Ma Corey McMillan Angela Dai 43 3 0 02 May 2023
Graph Neural Networks over the Air for Decentralized Tasks in Wireless Networks Zhan Gao Deniz Gunduz GNN 38 1 0 16 Feb 2023
Unsupervised Learning of Sampling Distributions for Particle Filters Fernando Gama Nicolas Zilberstein Martín Sevilla Richard Baraniuk Santiago Segarra 40 9 0 02 Feb 2023
Complete Neural Networks for Complete Euclidean Graphs Snir Hordan Tal Amir S. Gortler Nadav Dym 3DPC 31 5 0 31 Jan 2023
Deep Statistical Solver for Distribution System State Estimation Benjamin Habib Elvin Isufi Ward van Breda A. Jongepier J. Cremer 26 18 0 04 Jan 2023
Graphon Pooling for Reducing Dimensionality of Signals and Convolutional Operators on Graphs Alejandro Parada-Mayorga Zhiyang Wang Alejandro Ribeiro 31 9 0 15 Dec 2022
Stable and Transferable Hyper-Graph Neural Networks Mikhail Hayhoe Hans Riess V. Preciado Alejandro Ribeiro 46 1 0 11 Nov 2022
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
coVariance Neural Networks Saurabh Sihag Gonzalo Mateos Corey McMillan Alejandro Ribeiro 31 10 0 31 May 2022
EvenNet: Ignoring Odd-Hop Neighbors Improves Robustness of Graph Neural Networks Runlin Lei Zhen Wang Yaliang Li Bolin Ding Zhewei Wei AAML 28 42 0 27 May 2022
Learning Graph Structure from Convolutional Mixtures Max Wasserman Saurabh Sihag Gonzalo Mateos Alejandro Ribeiro GNN CML BDL 37 6 0 19 May 2022
Equivariant and Stable Positional Encoding for More Powerful Graph Neural Networks Hongya Wang Haoteng Yin Muhan Zhang Pan Li 35 107 0 01 Mar 2022
Graph-based Algorithm Unfolding for Energy-aware Power Allocation in Wireless Networks Boning Li Gunjan Verma Santiago Segarra 26 18 0 27 Jan 2022
Robust Graph Neural Networks via Probabilistic Lipschitz Constraints R. Arghal Eric Lei Shirin Saeedi Bidokhti 19 19 0 14 Dec 2021
Transferability Properties of Graph Neural Networks Luana Ruiz Luiz F. O. Chamon Alejandro Ribeiro GNN 27 41 0 09 Dec 2021
Power Allocation for Wireless Federated Learning using Graph Neural Networks Boning Li A. Swami Santiago Segarra FedML 64 12 0 15 Nov 2021
Foresight of Graph Reinforcement Learning Latent Permutations Learnt by Gumbel Sinkhorn Network Tianqi Shen Hong Zhang Ding Yuan Jiaping Xiao Yifan Yang AI4CE 30 1 0 23 Oct 2021
Stability Analysis of Unfolded WMMSE for Power Allocation Arindam Chowdhury Fernando Gama Santiago Segarra 46 3 0 14 Oct 2021
Training Stable Graph Neural Networks Through Constrained Learning J. Cerviño Luana Ruiz Alejandro Ribeiro GNN 31 12 0 07 Oct 2021
Wireless Link Scheduling via Graph Representation Learning: A Comparative Study of Different Supervision Levels Navid Naderializadeh 44 3 0 04 Oct 2021
Coverage Control in Multi-Robot Systems via Graph Neural Networks W. Gosrich Siddharth Mayya Rebecca Li James Paulos Mark H. Yim Alejandro Ribeiro Vijay Kumar 58 24 0 30 Sep 2021
Understanding the Basis of Graph Convolutional Neural Networks via an Intuitive Matched Filtering Approach Ljubisa Stankovic Danilo P. Mandic GNN 11 5 0 23 Aug 2021
Convolutional Filtering and Neural Networks with Non Commutative Algebras Alejandro Parada-Mayorga Landon Butler Alejandro Ribeiro 27 10 0 23 Aug 2021
Graph Neural Networks With Lifting-based Adaptive Graph Wavelets Mingxing Xu Wenrui Dai Chenglin Li Junni Zou H. Xiong P. Frossard 35 11 0 03 Aug 2021
Wide and Deep Graph Neural Network with Distributed Online Learning Zhan Gao Fernando Gama Alejandro Ribeiro GNN 44 26 0 19 Jul 2021
Scalable Perception-Action-Communication Loops with Convolutional and Graph Neural Networks Ting-Kuei Hu Fernando Gama Tianlong Chen Wenqing Zheng Zhangyang Wang Alejandro Ribeiro Brian M. Sadler GNN 65 18 0 24 Jun 2021
Stability of Graph Convolutional Neural Networks to Stochastic Perturbations Zhangyang Gao Elvin Isufi Alejandro Ribeiro GNN 21 23 0 19 Jun 2021
Multi-Robot Coordination and Planning in Uncertain and Adversarial Environments Lifeng Zhou Pratap Tokekar 34 43 0 02 May 2021
Communication Topology Co-Design in Graph Recurrent Neural Network Based Distributed Control Feng Yang Nikolai Matni 28 14 0 28 Apr 2021
Interpretable Stability Bounds for Spectral Graph Filters Henry Kenlay D. Thanou Xiaowen Dong 6 39 0 18 Feb 2021
Message-Aware Graph Attention Networks for Large-Scale Multi-Robot Path Planning Qingbiao Li Weizhe Lin Zhe Liu Amanda Prorok 26 130 0 26 Nov 2020
On the Stability of Graph Convolutional Neural Networks under Edge Rewiring Henry Kenlay D. Thanou Xiaowen Dong 17 30 0 26 Oct 2020
Graph and graphon neural network stability Luana Ruiz Zhiyang Wang Alejandro Ribeiro GNN 78 17 0 23 Oct 2020
Stability of Algebraic Neural Networks to Small Perturbations Alejandro Parada-Mayorga Alejandro Ribeiro 26 7 0 22 Oct 2020
Algebraic Neural Networks: Stability to Deformations Alejandro Parada-Mayorga Alejandro Ribeiro 16 26 0 03 Sep 2020
Graph Neural Networks: Architectures, Stability and Transferability Luana Ruiz Fernando Gama Alejandro Ribeiro GNN 53 122 0 04 Aug 2020
Graph signal processing for machine learning: A review and new perspectives Xiaowen Dong D. Thanou Laura Toni M. Bronstein P. Frossard 19 154 0 31 Jul 2020
Graph Neural Networks for Motion Planning Arbaaz Khan Alejandro Ribeiro Vijay Kumar Anthony G. Francis 27 30 0 11 Jun 2020
Graphs, Convolutions, and Neural Networks: From Graph Filters to Graph Neural Networks Fernando Gama Elvin Isufi G. Leus Alejandro Ribeiro GNN 28 150 0 08 Mar 2020
GraphLIME: Local Interpretable Model Explanations for Graph Neural Networks Q. Huang M. Yamada Yuan Tian Dinesh Singh Dawei Yin Yi-Ju Chang FAtt 37 345 0 17 Jan 2020
Graph Neural Networks for Decentralized Multi-Robot Path Planning Qingbiao Li Fernando Gama Alejandro Ribeiro Amanda Prorok 37 247 0 12 Dec 2019
Transferability of Spectral Graph Convolutional Neural Networks Ron Levie Wei Huang Lorenzo Bucci M. Bronstein Gitta Kutyniok GNN 32 126 0 30 Jul 2019