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Geometric deep learning on graphs and manifolds using mixture model CNNs

25 November 2016

Papers citing "Geometric deep learning on graphs and manifolds using mixture model CNNs"

50 / 847 papers shown

Title
Learning Canonical Embeddings for Unsupervised Shape Correspondence with Locally Linear Transformations Pan He Patrick Emami Sanjay Ranka Anand Rangarajan 3DPC 72 1 0 05 Sep 2022
Deep Structural Causal Shape Models Rajat Rasal Daniel Coelho De Castro Nick Pawlowski Ben Glocker 3DV MedIm 89 14 0 23 Aug 2022
Hierarchically Decomposed Graph Convolutional Networks for Skeleton-Based Action Recognition Junghoon Lee Minhyeok Lee Dogyoon Lee Sangyoon Lee BDL 100 141 0 23 Aug 2022
MolGraph: a Python package for the implementation of molecular graphs and graph neural networks with TensorFlow and Keras Alexander Kensert G. Desmet D. Cabooter 36 6 0 21 Aug 2022
ULDGNN: A Fragmented UI Layer Detector Based on Graph Neural Networks Jiazhi Li Tingting Zhou Yunnong Chen Ya-Hsuan Chang Yankun Zhen Lingyun Sun Liuqing Chen 23 4 0 13 Aug 2022
Motif-based Graph Representation Learning with Application to Chemical Molecules Yifei Wang Shiyang Chen Guobin Chen Ethan Shurberg Hang Liu Pengyu Hong GNN 62 14 0 09 Aug 2022
Graph neural networks for materials science and chemistry Patrick Reiser Marlen Neubert André Eberhard Luca Torresi Chen Zhou ... Houssam Metni Clint van Hoesel Henrik Schopmans T. Sommer Pascal Friederich GNN AI4CE 125 419 0 05 Aug 2022
S $^2$ Contact: Graph-based Network for 3D Hand-Object Contact Estimation with Semi-Supervised Learning Tze Ho Elden Tse Zhongqun Zhang K. Kim A. Leonardis Feng Zheng H. Chang 3DH 61 8 0 01 Aug 2022
Neural network layers as parametric spans M. Bergomi Pietro Vertechi AI4CE 63 2 0 01 Aug 2022
Modelling Social Context for Fake News Detection: A Graph Neural Network Based Approach P. Saikia Kshitij Gundale A. Jain Dev Jadeja Harvi Patel Mohendra Roy GNN 34 5 0 27 Jul 2022
ScoreCAM GNN: une explication optimale des réseaux profonds sur graphes Adrien Raison Pascal Bourdon David Helbert FAtt GNN 69 0 0 26 Jul 2022
Unsupervised Deep Multi-Shape Matching Dongliang Cao Florian Bernard 3DPC 3DV 112 34 0 20 Jul 2022
pathGCN: Learning General Graph Spatial Operators from Paths Moshe Eliasof E. Haber Eran Treister 3DPC GNN 65 28 0 15 Jul 2022
Deep Image Clustering with Contrastive Learning and Multi-scale Graph Convolutional Networks Yuan Xu Dong Huang Changdong Wang Jianhuang Lai SSL 90 20 0 14 Jul 2022
GraphVid: It Only Takes a Few Nodes to Understand a Video Eitan Kosman Dotan Di Castro GNN 83 5 0 04 Jul 2022
H-GCN: A Graph Convolutional Network Accelerator on Versal ACAP Architecture Chengming Zhang Tong Geng Anqi Guo Jiannan Tian Martin C. Herbordt Ang Li Dingwen Tao GNN 48 30 0 28 Jun 2022
Iso-CapsNet: Isomorphic Capsule Network for Brain Graph Representation Learning Jiawei Zhang GNN 22 0 0 27 Jun 2022
Ordered Subgraph Aggregation Networks Chao Qian Gaurav Rattan Floris Geerts Christopher Morris Mathias Niepert 125 58 0 22 Jun 2022
Beyond Real-world Benchmark Datasets: An Empirical Study of Node Classification with GNNs Seiji Maekawa Koki Noda Yuya Sasaki Makoto Onizuka 93 21 0 18 Jun 2022
GOOD: A Graph Out-of-Distribution Benchmark Shurui Gui Xiner Li Limei Wang Shuiwang Ji OOD 87 123 0 16 Jun 2022
Let Invariant Rationale Discovery Inspire Graph Contrastive Learning Changhao Nai Xiang Wang An Zhang Y. Wu Xiangnan He Tat-Seng Chua 87 95 0 16 Jun 2022
How GNNs Facilitate CNNs in Mining Geometric Information from Large-Scale Medical Images Yiqing Shen Bingxin Zhou Xinye Xiong Ruitian Gao Yu Guang Wang GNN MedIm 66 6 0 15 Jun 2022
A Deep Generative Model of Neonatal Cortical Surface Development Abdulah Fawaz Logan Z. J. Williams A. Edwards E. C. Robinson MedIm 29 3 0 15 Jun 2022
Parameter Convex Neural Networks Jingcheng Zhou Wei Wei Xing Li Bowen Pang Zhiming Zheng 16 0 0 11 Jun 2022
ACMP: Allen-Cahn Message Passing for Graph Neural Networks with Particle Phase Transition Yuelin Wang Kai Yi Xinliang Liu Yu Guang Wang Shi Jin 111 37 0 11 Jun 2022
AGConv: Adaptive Graph Convolution on 3D Point Clouds Mingqiang Wei Zeyong Wei Hao Zhou Fei-Jiang Hu Huajian Si ... Jingbo Qiu Xu Yan Yan Guo Jun Wang J. Qin 3DPC 110 40 0 09 Jun 2022
EiX-GNN : Concept-level eigencentrality explainer for graph neural networks Adrien Raison Pascal Bourdon David Helbert 55 1 0 07 Jun 2022
Surface Analysis with Vision Transformers Simon Dahan Logan Z. J. Williams Abdulah Fawaz Daniel Rueckert E. C. Robinson ViT MedIm 74 2 0 31 May 2022
Strategic Classification with Graph Neural Networks Itay Eilat Ben Finkelshtein Chaim Baskin Nir Rosenfeld 113 13 0 31 May 2022
Automatic Relation-aware Graph Network Proliferation Shaofei Cai Liang Li Xinzhe Han Jiebo Luo Zhengjun Zha Qingming Huang GNN 62 8 0 31 May 2022
Personalized PageRank Graph Attention Networks Julie Choi GNN 29 6 0 27 May 2022
Capturing Graphs with Hypo-Elliptic Diffusions Csaba Tóth Darrick Lee Celia Hacker Harald Oberhauser 89 13 0 27 May 2022
Your Transformer May Not be as Powerful as You Expect Shengjie Luo Shanda Li Shuxin Zheng Tie-Yan Liu Liwei Wang Di He 139 54 0 26 May 2022
Loop Closure Prioritization for Efficient and Scalable Multi-Robot SLAM Chris Denniston Yun Chang Andrzej Reinke K. Ebadi Gaurav Sukhatme Luca Carlone B. Morrell Ali-akbar Agha-mohammadi 95 26 0 24 May 2022
High-Order Pooling for Graph Neural Networks with Tensor Decomposition Chenqing Hua Guillaume Rabusseau Jian Tang 122 26 0 24 May 2022
Parallel and Distributed Graph Neural Networks: An In-Depth Concurrency Analysis Maciej Besta Torsten Hoefler GNN 111 57 0 19 May 2022
Scalable algorithms for physics-informed neural and graph networks K. Shukla Mengjia Xu N. Trask George Karniadakis PINN AI4CE 131 41 0 16 May 2022
Spiking Graph Convolutional Networks Zulun Zhu Jiaying Peng Jintang Li Liang Chen Qi Yu Siqiang Luo GNN 62 46 0 05 May 2022
Learning Label Initialization for Time-Dependent Harmonic Extension A. Azad 78 1 0 03 May 2022
Graph Anisotropic Diffusion Ahmed A. A. Elhag Gabriele Corso Hannes Stärk Michael M. Bronstein DiffM GNN 60 0 0 30 Apr 2022
Deep Orientation-Aware Functional Maps: Tackling Symmetry Issues in Shape Matching Nicolas Donati E. Corman M. Ovsjanikov 68 35 0 28 Apr 2022
Collaborative Learning for Hand and Object Reconstruction with Attention-guided Graph Convolution Tze Ho Elden Tse K. Kim A. Leonardis H. Chang 3DH 139 61 0 27 Apr 2022
Unified GCNs: Towards Connecting GCNs with CNNs Ziyan Zhang Bo Jiang Bin Luo GNN 83 1 0 26 Apr 2022
Simplicial Attention Networks Christopher Wei Jin Goh Cristian Bodnar Pietro Lio GNN 107 40 0 20 Apr 2022
Effects of Graph Convolutions in Multi-layer Networks Aseem Baranwal Kimon Fountoulakis Aukosh Jagannath 96 26 0 20 Apr 2022
Label Efficient Regularization and Propagation for Graph Node Classification Tian Xie Rajgopal Kannan C.-C. Jay Kuo 49 2 0 19 Apr 2022
Surface Vision Transformers: Flexible Attention-Based Modelling of Biomedical Surfaces Simon Dahan Hao Xu Logan Z. J. Williams Abdulah Fawaz Chunhui Yang ... A. Edwards M. Glasser Alistair Young Daniel Rueckert E. C. Robinson ViT MedIm 72 0 0 07 Apr 2022
Path Development Network with Finite-dimensional Lie Group Representation Han Lou Siran Li Hao Ni 127 8 0 02 Apr 2022
Graph-in-Graph (GiG): Learning interpretable latent graphs in non-Euclidean domain for biological and healthcare applications Kamilia Mullakaeva Luca Cosmo Anees Kazi Seyed-Ahmad Ahmadi Nassir Navab Michael M. Bronstein 83 8 0 01 Apr 2022
When Physics Meets Machine Learning: A Survey of Physics-Informed Machine Learning Chuizheng Meng Sungyong Seo Defu Cao Sam Griesemer Yan Liu PINN AI4CE 122 59 0 31 Mar 2022