Convolutional Neural Network Architectures for Signals Supported on Graphs

1 May 2018

Alejandro Ribeiro

Papers citing "Convolutional Neural Network Architectures for Signals Supported on Graphs"

44 / 44 papers shown

Title
Opportunistic Routing in Wireless Communications via Learnable State-Augmented Policies Sourajit Das Navid Naderializadeh Rahul Mangharam 29 0 0 05 Mar 2025
Graph Sampling for Scalable and Expressive Graph Neural Networks on Homophilic Graphs Haolin Li Luana Ruiz Luana Ruiz 32 0 0 22 Oct 2024
AuthAttLyzer-V2: Unveiling Code Authorship Attribution using Enhanced Ensemble Learning Models & Generating Benchmark Dataset Bhaskar Joshi Sepideh HajiHossein Khani Arash HabibiLashkari 24 0 0 28 Jun 2024
Improving Learnt Local MAPF Policies with Heuristic Search Rishi Veerapaneni Qian Wang Kevin Ren Arthur Jakobsson Jiaoyang Li Maxim Likhachev 23 6 0 29 Mar 2024
On the Trade-Off between Stability and Representational Capacity in Graph Neural Networks Zhan Gao Amanda Prorok Elvin Isufi 22 1 0 04 Dec 2023
Deep Graph Unfolding for Beamforming in MU-MIMO Interference Networks Arindam Chowdhury Gunjan Verma A. Swami Santiago Segarra 13 12 0 02 Apr 2023
Graph Neural Networks over the Air for Decentralized Tasks in Wireless Networks Zhan Gao Deniz Gunduz GNN 30 1 0 16 Feb 2023
Graphon Pooling for Reducing Dimensionality of Signals and Convolutional Operators on Graphs Alejandro Parada-Mayorga Zhiyang Wang Alejandro Ribeiro 23 9 0 15 Dec 2022
Convolutional Filtering on Sampled Manifolds Zhiyang Wang Luana Ruiz Alejandro Ribeiro 11 3 0 20 Nov 2022
Learning with Multigraph Convolutional Filters Landon Butler Alejandro Parada-Mayorga Alejandro Ribeiro 26 6 0 28 Oct 2022
Training Graph Neural Networks on Growing Stochastic Graphs J. Cerviño Luana Ruiz Alejandro Ribeiro GNN 6 8 0 27 Oct 2022
Learning Decentralized Strategies for a Perimeter Defense Game with Graph Neural Networks Elijah S. Lee Lifeng Zhou Alejandro Ribeiro Vijay R. Kumar AAML GNN 16 1 0 24 Sep 2022
Tuning the Geometry of Graph Neural Networks Sowon Jeong Claire Donnat AI4CE 34 1 0 12 Jul 2022
Graph-Time Convolutional Neural Networks: Architecture and Theoretical Analysis Mohammad Sabbaqi Elvin Isufi GNN AI4TS 35 13 0 30 Jun 2022
Graph-based Algorithm Unfolding for Energy-aware Power Allocation in Wireless Networks Boning Li Gunjan Verma Santiago Segarra 13 17 0 27 Jan 2022
A General Auxiliary Controller for Multi-agent Flocking Jinfan Zhou Jiyu Cheng Lin Zhang Wei Emma Zhang 9 0 0 11 Dec 2021
Transferability Properties of Graph Neural Networks Luana Ruiz Luiz F. O. Chamon Alejandro Ribeiro GNN 19 41 0 09 Dec 2021
A Piece-wise Polynomial Filtering Approach for Graph Neural Networks Vijay Lingam C. Ekbote Manan Sharma Rahul Ragesh Arun Shankar Iyer Sundararajan Sellamanickam 24 6 0 07 Dec 2021
Training Stable Graph Neural Networks Through Constrained Learning J. Cerviño Luana Ruiz Alejandro Ribeiro GNN 29 12 0 07 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 17 7 0 02 Oct 2021
Untrained Graph Neural Networks for Denoising Samuel Rey Santiago Segarra Reinhard Heckel A. Marques 32 28 0 24 Sep 2021
Link Scheduling using Graph Neural Networks Zhongyuan Zhao Gunjan Verma Chirag R. Rao A. Swami Santiago Segarra GNN 14 33 0 12 Sep 2021
Convolutional Filtering and Neural Networks with Non Commutative Algebras Alejandro Parada-Mayorga Landon Butler Alejandro Ribeiro 19 10 0 23 Aug 2021
Wide and Deep Graph Neural Network with Distributed Online Learning Zhan Gao Fernando Gama Alejandro Ribeiro GNN 34 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 63 18 0 24 Jun 2021
Communication Topology Co-Design in Graph Recurrent Neural Network Based Distributed Control Feng Yang Nikolai Matni 12 14 0 28 Apr 2021
ModGNN: Expert Policy Approximation in Multi-Agent Systems with a Modular Graph Neural Network Architecture Ryan Kortvelesy Amanda Prorok 27 23 0 24 Mar 2021
Graph-Time Convolutional Neural Networks Elvin Isufi Gabriele Mazzola GNN AI4TS 19 14 0 02 Mar 2021
Message-Aware Graph Attention Networks for Large-Scale Multi-Robot Path Planning Qingbiao Li Weizhe Lin Zhe Liu Amanda Prorok 11 130 0 26 Nov 2020
Distributed Scheduling using Graph Neural Networks Zhongyuan Zhao Gunjan Verma Chirag R. Rao A. Swami Santiago Segarra GNN 12 50 0 18 Nov 2020
Efficient power allocation using graph neural networks and deep algorithm unfolding Arindam Chowdhury Gunjan Verma Chirag R. Rao A. Swami Santiago Segarra 41 14 0 18 Nov 2020
Unsupervised Learning for Asynchronous Resource Allocation in Ad-hoc Wireless Networks Zhiyang Wang Mark Eisen Alejandro Ribeiro 6 18 0 05 Nov 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 8 7 0 22 Oct 2020
The Emergence of Adversarial Communication in Multi-Agent Reinforcement Learning J. Blumenkamp Amanda Prorok AAML AI4CE 13 59 0 06 Aug 2020
Graph Neural Networks: Architectures, Stability and Transferability Luana Ruiz Fernando Gama Alejandro Ribeiro GNN 40 121 0 04 Aug 2020
Graphs, Convolutions, and Neural Networks: From Graph Filters to Graph Neural Networks Fernando Gama Elvin Isufi G. Leus Alejandro Ribeiro GNN 12 149 0 08 Mar 2020
Graph Neural Networks for Decentralized Multi-Robot Path Planning Qingbiao Li Fernando Gama Alejandro Ribeiro Amanda Prorok 34 247 0 12 Dec 2019
Transferability of Spectral Graph Convolutional Neural Networks Ron Levie Wei Huang Lorenzo Bucci M. Bronstein Gitta Kutyniok GNN 22 125 0 30 Jul 2019
Graph Policy Gradients for Large Scale Robot Control Arbaaz Khan Ekaterina V. Tolstaya Alejandro Ribeiro Vijay R. Kumar 10 93 0 08 Jul 2019
Deep Unsupervised Learning of 3D Point Clouds via Graph Topology Inference and Filtering Siheng Chen Chaojing Duan Yaoqing Yang Duanshun Li Chen Feng Dong Tian 3DPC 29 71 0 11 May 2019
Graph U-Nets Hongyang Gao Shuiwang Ji AI4CE SSL SSeg GNN 14 1,062 0 11 May 2019
Learning Decentralized Controllers for Robot Swarms with Graph Neural Networks Ekaterina V. Tolstaya Fernando Gama James Paulos George Pappas Vijay R. Kumar Alejandro Ribeiro GNN 19 173 0 25 Mar 2019
Diffusion Scattering Transforms on Graphs Fernando Gama Alejandro Ribeiro Joan Bruna GNN 26 100 0 22 Jun 2018