How to learn a graph from smooth signals

11 January 2016

Papers citing "How to learn a graph from smooth signals"

50 / 170 papers shown

Title
Graph Learning Across Data Silos Xiang Zhang Qiao Wang 24 1 0 17 Jan 2023
Complete the Missing Half: Augmenting Aggregation Filtering with Diversification for Graph Convolutional Neural Networks Sitao Luan Mingde Zhao Chenqing Hua Xiao-Wen Chang Doina Precup GNN 21 33 0 21 Dec 2022
ProductGraphSleepNet: Sleep Staging using Product Spatio-Temporal Graph Learning with Attentive Temporal Aggregation A. Einizade S. Nasiri S. H. Sardouie G. Clifford 21 14 0 09 Dec 2022
Joint graph learning from Gaussian observations in the presence of hidden nodes Samuel Rey Madeline Navarro Andrei Buciulea Santiago Segarra A. Marques CML 23 4 0 04 Dec 2022
Learning Transition Operators From Sparse Space-Time Samples C. Kümmerle Mauro Maggioni Sui Tang 26 1 0 01 Dec 2022
Discovering Influencers in Opinion Formation over Social Graphs Valentina Shumovskaia Mert Kayaalp Mert Cemri Ali H. Sayed 18 8 0 23 Nov 2022
Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Models Siyi Tang Jared A. Dunnmon Liangqiong Qu Khaled Kamal Saab T. Baykaner Christopher Lee-Messer D. Rubin 30 21 0 21 Nov 2022
Graph Filters for Signal Processing and Machine Learning on Graphs Elvin Isufi Fernando Gama D. Shuman Santiago Segarra GNN 46 63 0 16 Nov 2022
Methods for Recovering Conditional Independence Graphs: A Survey H. Shrivastava Urszula Chajewska CML 27 11 0 13 Nov 2022
pyGSL: A Graph Structure Learning Toolkit Max Wasserman Gonzalo Mateos 45 0 0 07 Nov 2022
Learning Product Graphs from Spectral Templates A. Einizade S. H. Sardouie 30 6 0 05 Nov 2022
Learning Hypergraphs From Signals With Dual Smoothness Prior Bohan Tang Siheng Chen Xiaowen Dong 57 8 0 03 Nov 2022
Learning Graphical Factor Models with Riemannian Optimization Alexandre Hippert-Ferrer Florent Bouchard A. Mian Titouan Vayer A. Breloy 30 9 0 21 Oct 2022
ASGNN: Graph Neural Networks with Adaptive Structure Zepeng Zhang Songtao Lu Zengfeng Huang Ziping Zhao AAML 48 1 0 03 Oct 2022
A Unified Framework for Optimization-Based Graph Coarsening Manoj Kumar Anurag Sharma Surinder Kumar 24 12 0 02 Oct 2022
Make Heterophily Graphs Better Fit GNN: A Graph Rewiring Approach Wendong Bi Lun Du Qiang Fu Yanlin Wang Shi Han Dongmei Zhang 30 27 0 17 Sep 2022
Joint Network Topology Inference via a Shared Graphon Model Madeline Navarro Santiago Segarra 56 10 0 17 Sep 2022
Position-aware Structure Learning for Graph Topology-imbalance by Relieving Under-reaching and Over-squashing Qingyun Sun Jianxin Li Haonan Yuan Xingcheng Fu Hao Peng Cheng Ji Qian Li Philip S. Yu 24 38 0 17 Aug 2022
MM-GNN: Mix-Moment Graph Neural Network towards Modeling Neighborhood Feature Distribution Wendong Bi Lun Du Qiang Fu Yanlin Wang Shi Han Dongmei Zhang GNN 14 18 0 15 Aug 2022
Online Inference for Mixture Model of Streaming Graph Signals with Non-White Excitation Yiran He Hoi-To Wai 33 2 0 28 Jul 2022
Towards Understanding Graph Neural Networks: An Algorithm Unrolling Perspective Zepeng Zhang Ziping Zhao AI4CE 34 4 0 09 Jun 2022
Restructuring Graph for Higher Homophily via Adaptive Spectral Clustering Shouheng Li Dongwoo Kim Qing Wang 19 14 0 06 Jun 2022
Principle of Relevant Information for Graph Sparsification Shujian Yu Francesco Alesiani Wenzhe Yin Robert Jenssen José C. Príncipe 18 10 0 31 May 2022
Contrastive and Non-Contrastive Self-Supervised Learning Recover Global and Local Spectral Embedding Methods Randall Balestriero Yann LeCun SSL 18 130 0 23 May 2022
Learning Graph Structure from Convolutional Mixtures Max Wasserman Saurabh Sihag Gonzalo Mateos Alejandro Ribeiro GNN CML BDL 44 6 0 19 May 2022
Finding MNEMON: Reviving Memories of Node Embeddings Yun Shen Yufei Han Zhikun Zhang Min Chen Tingyue Yu Michael Backes Yang Zhang Gianluca Stringhini 26 14 0 14 Apr 2022
Multi-view graph structure learning using subspace merging on Grassmann manifold Razieh Ghiasi Hossein Amirkhani A. Bosaghzadeh 20 1 0 11 Apr 2022
Learning Expanding Graphs for Signal Interpolation Bishwadeep Das Elvin Isufi 13 6 0 15 Mar 2022
Online Graph Learning from Social Interactions Valentina Shumovskaia K. Ntemos Stefan Vlaski Ali H. Sayed 22 6 0 11 Mar 2022
Blind Extraction of Equitable Partitions from Graph Signals Michael Scholkemper Michael T. Schaub 16 3 0 10 Mar 2022
Bag Graph: Multiple Instance Learning using Bayesian Graph Neural Networks Soumyasundar Pal Antonios Valkanas Florence Regol Mark J. Coates SSL 35 16 0 22 Feb 2022
Graphon-aided Joint Estimation of Multiple Graphs Madeline Navarro Santiago Segarra 30 2 0 11 Feb 2022
Learning Sparse Graphs via Majorization-Minimization for Smooth Node Signals Ghania Fatima A. Arora P. Babu Petre Stoica 23 7 0 06 Feb 2022
Extending compositional data analysis from a graph signal processing perspective Christopher Rieser Peter Filzmoser 11 2 0 25 Jan 2022
A graph representation based on fluid diffusion model for data analysis: theoretical aspects and enhanced community detection Andrea Marinoni Christian Jutten Mark Girolami 205 2 0 07 Dec 2021
Learning Connectivity with Graph Convolutional Networks for Skeleton-based Action Recognition H. Sahbi GNN 43 27 0 06 Dec 2021
Sparse Graph Learning Under Laplacian-Related Constraints Jitendra Tugnait 19 12 0 16 Nov 2021
Graph-Based Depth Denoising & Dequantization for Point Cloud Enhancement Xue Zhang Gene Cheung Jiahao Pang Yash Sanghvi Abhiram Gnanasambandam Stanley H. Chan 3DPC 24 6 0 09 Nov 2021
Dynamic Pricing and Demand Learning on a Large Network of Products: A PAC-Bayesian Approach Bora Keskin D. Simchi-Levi Prem M. Talwai 23 1 0 01 Nov 2021
Learning Time-Varying Graphs from Online Data Alberto Natali Elvin Isufi M. Coutiño G. Leus CML 21 32 0 21 Oct 2021
Learning to Learn Graph Topologies Xingyue Pu Tianyue Cao Xiaoyun Zhang Xiaowen Dong Siheng Chen 35 39 0 19 Oct 2021
Accelerated Graph Learning from Smooth Signals S. S. Saboksayr Gonzalo Mateos 39 22 0 19 Oct 2021
Online Graph Learning in Dynamic Environments Xiang Zhang 30 3 0 11 Oct 2021
Time-varying Graph Learning Under Structured Temporal Priors Xiang Zhang Qiao Wang CML 19 5 0 11 Oct 2021
Online Graph Topology Learning from Matrix-valued Time Series Yiye Jiang Jérémie Bigot Sofian Maabout AI4TS 25 3 0 16 Jul 2021
Multi-modal Graph Learning for Disease Prediction Shuai Zheng Zhenfeng Zhu Zhizhe Liu Zhenyu Guo Yang Liu Yao Zhao 34 97 0 01 Jul 2021
Signal processing on simplicial complexes Michael T. Schaub Jean-Baptiste Seby Florian Frantzen T. Roddenberry Yu Zhu Santiago Segarra 15 18 0 14 Jun 2021
Distributionally Robust Graph Learning from Smooth Signals under Moment Uncertainty Xiaolu Wang Yuen-Man Pun Anthony Man-Cho So OOD 21 6 0 12 May 2021
Robust Graph Learning Under Wasserstein Uncertainty Xiang Zhang Yinfei Xu Qinghe Liu Zhicheng Liu Jian Lu Qiao Wang OOD 19 4 0 10 May 2021
Graph Learning: A Survey Feng Xia Ke Sun Shuo Yu Abdul Aziz Liangtian Wan Shirui Pan Huan Liu GNN 29 345 0 03 May 2021