CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters

22 May 2017

Papers citing "CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters"

50 / 290 papers shown

Title
From GNNs to Trees: Multi-Granular Interpretability for Graph Neural Networks Jie Yang Yuwen Wang Kaixuan Chen Tongya Zheng Yihe Zhou Zhenbang Xiao Ji Cao Mingli Song S. Liu AI4CE 44 1 0 01 May 2025
Robust and Noise-resilient Long-Term Prediction of Spatiotemporal Data Using Variational Mode Graph Neural Networks with 3D Attention Osama Ahmad Zubair Khalid 3DPC 36 0 0 09 Apr 2025
EEG2GAIT: A Hierarchical Graph Convolutional Network for EEG-based Gait Decoding Xi Fu Rui Liu Aung Aung Phyo Wai Hannah Pulferer Neethu Robinson Gernot R Müller-Putz Cuntai Guan 24 0 0 02 Apr 2025
Homomorphism Expressivity of Spectral Invariant Graph Neural Networks Jingchu Gai Yiheng Du Bohang Zhang Haggai Maron Liwei Wang 43 0 0 01 Mar 2025
FlashVideo: Flowing Fidelity to Detail for Efficient High-Resolution Video Generation Shilong Zhang Wenbo Li Shoufa Chen Chongjian Ge Peize Sun Y. Zhang Yi-Xin Jiang Zehuan Yuan Binyue Peng Ping Luo DiffM VGen 99 0 0 07 Feb 2025
Towards graph neural networks for provably solving convex optimization problems Chendi Qian Christopher Morris 50 0 0 04 Feb 2025
CONTINUUM: Detecting APT Attacks through Spatial-Temporal Graph Neural Networks Atmane Ayoub Mansour Bahar Kamel Soaid Ferrahi Mohamed-Lamine Messai H. Seba Karima Amrouche 36 0 0 08 Jan 2025
Humans as a Calibration Pattern: Dynamic 3D Scene Reconstruction from Unsynchronized and Uncalibrated Videos Changwoon Choi Jeongjun Kim Geonho Cha Minkwan Kim Dongyoon Wee Young Min Kim 3DH 47 1 0 26 Dec 2024
Asymmetric Learning for Spectral Graph Neural Networks Fangbing Liu Qing Wang 88 0 0 16 Dec 2024
A Review of Graph-Powered Data Quality Applications for IoT Monitoring Sensor Networks Pau Ferrer-Cid Jose M. Barcelo-Ordinas J. García-Vidal 42 2 0 28 Oct 2024
Convergence of Manifold Filter-Combine Networks David R. Johnson Joyce A. Chew Siddharth Viswanath E. Brouwer Deanna Needell Smita Krishnaswamy Michael Perlmutter 3DPC 35 0 0 18 Oct 2024
Generalized Learning of Coefficients in Spectral Graph Convolutional Networks Mustafa Coşkun A. Grama Mehmet Koyutürk 37 0 0 07 Sep 2024
MHNet: Multi-view High-order Network for Diagnosing Neurodevelopmental Disorders Using Resting-state fMRI Yueyang Li Weiming Zeng Wenhao Dong Luhui Cai Lei Wang Hongyu Chen Hongjie Yan Lingbin Bian Nizhuan Wang 42 3 0 03 Jul 2024
EmT: A Novel Transformer for Generalized Cross-subject EEG Emotion Recognition Yi Ding Chengxuan Tong Shuailei Zhang Muyun Jiang Yong Li Kevin Lim Jun Liang Cuntai Guan 18 4 0 26 Jun 2024
A Unified Framework for Combinatorial Optimization Based on Graph Neural Networks Yaochu Jin Xueming Yan Shiqing Liu Xiangyu Wang 49 3 0 19 Jun 2024
Benchmarking Spectral Graph Neural Networks: A Comprehensive Study on Effectiveness and Efficiency Ningyi Liao Haoyu Liu Zulun Zhu Siqiang Luo L. Lakshmanan 39 2 0 14 Jun 2024
Node-wise Filtering in Graph Neural Networks: A Mixture of Experts Approach Haoyu Han Juanhui Li Wei Huang Xianfeng Tang Hanqing Lu Chen Luo Hui Liu Jiliang Tang 42 5 0 05 Jun 2024
AMOSL: Adaptive Modality-wise Structure Learning in Multi-view Graph Neural Networks For Enhanced Unified Representation Peiyu Liang Hongchang Gao Xubin He 30 0 0 04 Jun 2024
Equivariant Machine Learning on Graphs with Nonlinear Spectral Filters Y. Lin Ronen Talmon Ron Levie 39 0 0 03 Jun 2024
Spectral Greedy Coresets for Graph Neural Networks Mucong Ding Yinhan He Jundong Li Furong Huang 25 3 0 27 May 2024
Probabilistic Graph Rewiring via Virtual Nodes Chendi Qian Andrei Manolache Christopher Morris Mathias Niepert AI4CE 38 3 0 27 May 2024
Generated Contents Enrichment Mahdi Naseri Jiayan Qiu Zhou Wang 31 0 0 06 May 2024
EEG_RL-Net: Enhancing EEG MI Classification through Reinforcement Learning-Optimised Graph Neural Networks Htoo Wai Aung Jiao Jiao Li Yang An Steven W. Su 35 0 0 26 Apr 2024
EEG_GLT-Net: Optimising EEG Graphs for Real-time Motor Imagery Signals Classification Htoo Wai Aung Jiao Jiao Li Yang An Steven W. Su 32 2 0 17 Apr 2024
Physics-Informed Graph Neural Networks for Water Distribution Systems Inaam Ashraf Janine Strotherm L. Hermes Barbara Hammer AI4CE 30 6 0 27 Mar 2024
GTAGCN: Generalized Topology Adaptive Graph Convolutional Networks Sukhdeep Singh Anuj Sharma Vinod Kumar Chauhan 28 0 0 22 Mar 2024
Occlusion Resilient 3D Human Pose Estimation S. Roy I. Badanin S. Honari Pascal Fua 3DH 14 0 0 16 Feb 2024
Weisfeiler-Leman at the margin: When more expressivity matters Billy J. Franks Christopher Morris A. Velingker Floris Geerts 55 9 0 12 Feb 2024
DGNN: Decoupled Graph Neural Networks with Structural Consistency between Attribute and Graph Embedding Representations Jinlu Wang Jipeng Guo Yanfeng Sun Junbin Gao Shaofan Wang Yachao Yang Baocai Yin AI4CE 28 2 0 28 Jan 2024
Rethinking Spectral Graph Neural Networks with Spatially Adaptive Filtering Jingwei Guo Kaizhu Huang Xinping Yi Zixian Su Rui Zhang 24 3 0 17 Jan 2024
On the Expressive Power of Graph Neural Networks Ashwin Nalwade Kelly Marshall Axel Eladi Umang Sharma 19 0 0 03 Jan 2024
One-Shot Multi-Rate Pruning of Graph Convolutional Networks H. Sahbi 28 0 0 29 Dec 2023
Reinforcement-based Display-size Selection for Frugal Satellite Image Change Detection H. Sahbi 20 0 0 28 Dec 2023
Graph Coarsening via Convolution Matching for Scalable Graph Neural Network Training Charles Dickens E-Wen Huang Aishwarya N. Reganti Jiong Zhu Karthik Subbian Danai Koutra 27 6 0 24 Dec 2023
On the Initialization of Graph Neural Networks Jiahang Li Ya-Zhi Song Xiang Song David Wipf GNN 8 5 0 05 Dec 2023
Shape-aware Graph Spectral Learning Junjie Xu Enyan Dai Dongsheng Luo Xiang Zhang Suhang Wang 27 3 0 16 Oct 2023
HoloNets: Spectral Convolutions do extend to Directed Graphs Christian Koke Daniel Cremers 36 9 0 03 Oct 2023
Frugal Satellite Image Change Detection with Deep-Net Inversion H. Sahbi Sebastien Deschamps 26 0 0 26 Sep 2023
A Heterogeneous Graph-Based Multi-Task Learning for Fault Event Diagnosis in Smart Grid Dibaloke Chanda Nasim Yahya Soltani 17 3 0 18 Sep 2023
Approximately Equivariant Graph Networks Ningyuan Huang Ron Levie Soledad Villar 34 18 0 21 Aug 2023
Contrastive Learning for Non-Local Graphs with Multi-Resolution Structural Views Asif Khan Amos Storkey 24 1 0 19 Aug 2023
PVG: Progressive Vision Graph for Vision Recognition Jiafu Wu Jian Li Jiangning Zhang Boshen Zhang M. Chi Yabiao Wang Chengjie Wang ViT 15 12 0 01 Aug 2023
Automated Polynomial Filter Learning for Graph Neural Networks Wendi Yu Zhichao Hou Xiaorui Liu 18 0 0 16 Jul 2023
Manifold Filter-Combine Networks Joyce A. Chew E. Brouwer Smita Krishnaswamy Deanna Needell Michael Perlmutter Michael Perlmutter GNN 26 0 0 08 Jul 2023
SageFormer: Series-Aware Framework for Long-term Multivariate Time Series Forecasting Zhenwei Zhang Linghang Meng Yuantao Gu AI4TS 22 14 0 04 Jul 2023
Spatial-temporal Graph Based Multi-channel Speaker Verification With Ad-hoc Microphone Arrays Yijiang Chen Chen Liang Xiao-Lei Zhang 23 1 0 03 Jul 2023
Miniaturized Graph Convolutional Networks with Topologically Consistent Pruning H. Sahbi 22 0 0 30 Jun 2023
Structure-Aware DropEdge Towards Deep Graph Convolutional Networks Jiaqi Han Wen-bing Huang Yu Rong Tingyang Xu Fuchun Sun Junzhou Huang 19 5 0 21 Jun 2023
Fine-grained Expressivity of Graph Neural Networks Jan Böker Ron Levie Ningyuan Huang Soledad Villar Christopher Morris 28 20 0 06 Jun 2023
Budget-Aware Graph Convolutional Network Design using Probabilistic Magnitude Pruning H. Sahbi 19 0 0 30 May 2023