Graphs, Convolutions, and Neural Networks: From Graph Filters to Graph Neural Networks

8 March 2020

Elvin Isufi

Alejandro Ribeiro

Papers citing "Graphs, Convolutions, and Neural Networks: From Graph Filters to Graph Neural Networks"

23 / 23 papers shown

Title
Explainable Spatio-Temporal GCNNs for Irregular Multivariate Time Series: Architecture and Application to ICU Patient Data Óscar Escudero-Arnanz C. Soguero-Ruíz Antonio G. Marques AI4TS 29 0 0 01 Nov 2024
Graph Convolutional Network For Semi-supervised Node Classification With Subgraph Sketching Zibin Huang Jun Xian GNN 32 0 0 19 Apr 2024
Learning to Navigate in Turbulent Flows with Aerial Robot Swarms: A Cooperative Deep Reinforcement Learning Approach Diego Patiño Siddharth Mayya J. Calderon Kostas Daniilidis David Saldaña 22 3 0 07 Jun 2023
Transferability of coVariance Neural Networks and Application to Interpretable Brain Age Prediction using Anatomical Features Saurabh Sihag Fangchang Ma Corey McMillan Angela Dai 38 3 0 02 May 2023
Graph Neural Networks over the Air for Decentralized Tasks in Wireless Networks Zhan Gao Deniz Gunduz GNN 32 1 0 16 Feb 2023
Online Filtering over Expanding Graphs Bishwadeep Das Elvin Isufi 23 4 0 17 Jan 2023
D2CoPlan: A Differentiable Decentralized Planner for Multi-Robot Coverage V. Sharma Lifeng Zhou Pratap Tokekar 48 8 0 19 Sep 2022
A Bipartite Graph Neural Network Approach for Scalable Beamforming Optimization Junbeom Kim Hoon Lee Seung‐Eun Hong Seok-Hwan Park 41 44 0 12 Jul 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 26 10 0 31 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
Graph Neural Networks Designed for Different Graph Types: A Survey J. M. Thomas Alice Moallemy-Oureh Silvia Beddar-Wiesing Clara Holzhuter 23 29 0 06 Apr 2022
Transferability Properties of Graph Neural Networks Luana Ruiz Luiz F. O. Chamon Alejandro Ribeiro GNN 24 41 0 09 Dec 2021
Stability Analysis of Unfolded WMMSE for Power Allocation Arindam Chowdhury Fernando Gama Santiago Segarra 40 3 0 14 Oct 2021
Simplicial Convolutional Neural Networks Maosheng Yang Elvin Isufi G. Leus GNN 65 57 0 06 Oct 2021
A Robust Alternative for Graph Convolutional Neural Networks via Graph Neighborhood Filters Victor M. Tenorio Samuel Rey Fernando Gama Santiago Segarra A. Marques GNN 22 7 0 02 Oct 2021
Wide and Deep Graph Neural Network with Distributed Online Learning Zhan Gao Fernando Gama Alejandro Ribeiro GNN 42 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
Finite Impulse Response Filters for Simplicial Complexes Maosheng Yang Elvin Isufi Michael T. Schaub G. Leus 8 36 0 23 Mar 2021
Graph-Time Convolutional Neural Networks Elvin Isufi Gabriele Mazzola GNN AI4TS 24 14 0 02 Mar 2021
The Emergence of Adversarial Communication in Multi-Agent Reinforcement Learning J. Blumenkamp Amanda Prorok AAML AI4CE 16 59 0 06 Aug 2020
Convolutional Neural Network Architectures for Signals Supported on Graphs Fernando Gama A. Marques G. Leus Alejandro Ribeiro 132 285 0 01 May 2018
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 250 3,236 0 24 Nov 2016