Graph U-Nets

11 May 2019

Papers citing "Graph U-Nets"

50 / 510 papers shown

Title
HOOD: Hierarchical Graphs for Generalized Modelling of Clothing Dynamics Artur Grigorev B. Thomaszewski Michael J. Black Otmar Hilliges 3DH AI4CE 96 64 0 14 Dec 2022
PatchGT: Transformer over Non-trainable Clusters for Learning Graph Representations Han Gao Xuhong Han Jiaoyang Huang Jian-Xun Wang Liping Liu ViT GNN 61 8 0 26 Nov 2022
Total Variation Graph Neural Networks Jonas Hansen F. Bianchi 112 12 0 11 Nov 2022
QuanGCN: Noise-Adaptive Training for Robust Quantum Graph Convolutional Networks Kaixiong Zhou Zhenyu Zhang Sheng-Wei Chen Tianlong Chen Xiao Huang Zhangyang Wang Helen Zhou GNN 74 3 0 09 Nov 2022
QuadConv: Quadrature-Based Convolutions with Applications to Non-Uniform PDE Data Compression Kevin Doherty Cooper Simpson Stephen Becker Alireza Doostan 79 7 0 09 Nov 2022
Application of Graph Neural Networks and graph descriptors for graph classification J. Adamczyk FaML 93 5 0 07 Nov 2022
Deep Surrogate Docking: Accelerating Automated Drug Discovery with Graph Neural Networks Ryien Hosseini F. Simini Austin R. Clyde A. Ramanathan 57 5 0 04 Nov 2022
Weisfeiler and Leman go Hyperbolic: Learning Distance Preserving Node Representations Giannis Nikolentzos Michail Chatzianastasis Michalis Vazirgiannis 55 8 0 04 Nov 2022
Thermodynamics-informed neural networks for physically realistic mixed reality Quercus Hernandez Alberto Badías Francisco Chinesta Elías Cueto PINN AI4CE 74 18 0 24 Oct 2022
Efficient Automatic Machine Learning via Design Graphs Shirley Wu Jiaxuan You J. Leskovec Rex Ying GNN 65 1 0 21 Oct 2022
HCL: Improving Graph Representation with Hierarchical Contrastive Learning Jun Wang Weixun Li Changyu Hou Xin Tang Yixuan Qiao Rui Fang Pengyong Li Peng Gao Guowang Xie 62 1 0 21 Oct 2022
Towards Accurate Subgraph Similarity Computation via Neural Graph Pruning Linfeng Liu Xuhong Han Dawei Zhou Liping Liu 66 5 0 19 Oct 2022
A Comprehensive Study on Large-Scale Graph Training: Benchmarking and Rethinking Keyu Duan Zirui Liu Peihao Wang Wenqing Zheng Kaixiong Zhou Tianlong Chen Helen Zhou Zhangyang Wang GNN 99 58 0 14 Oct 2022
Adversarial Contrastive Learning for Evidence-aware Fake News Detection with Graph Neural Networks Jun Wu Weizhi Xu Qiang Liu Shu Wu Liang Wang GNN 98 19 0 11 Oct 2022
Pooling Strategies for Simplicial Convolutional Networks Domenico Mattia Cinque Claudio Battiloro P. Lorenzo 86 5 0 11 Oct 2022
Less is More: Facial Landmarks can Recognize a Spontaneous Smile Md. Tahrim Faroque Yan Yang Md Zakir Hossain S. M. Naim Nabeel Mohammed Shafin Rahman CVBM ViT 93 2 0 09 Oct 2022
On the Effectiveness of Hybrid Pooling in Mixup-Based Graph Learning for Language Processing Zeming Dong Qiang Hu Zhenya Zhang Yuejun Guo Maxime Cordy Mike Papadakis Yves Le Traon Jianjun Zhao 91 3 0 06 Oct 2022
Efficient Learning of Mesh-Based Physical Simulation with BSMS-GNN Yadi Cao Menglei Chai Minchen Li Chenfanfu Jiang AI4CE 101 25 0 05 Oct 2022
Deep learning and multi-level featurization of graph representations of microstructural data Reese E. Jones Cosmin Safta A. Frankel AI4CE 70 4 0 29 Sep 2022
A Survey on Graph Neural Networks and Graph Transformers in Computer Vision: A Task-Oriented Perspective Chaoqi Chen Yushuang Wu Qiyuan Dai Hong-Yu Zhou Mutian Xu Sibei Yang Xiaoguang Han Yizhou Yu ViT MedIm AI4CE 137 82 0 27 Sep 2022
Periodic Graph Transformers for Crystal Material Property Prediction Keqiang Yan Yi Liu Yu-Ching Lin Shuiwang Ji AI4TS 144 91 0 23 Sep 2022
Multi-Granularity Graph Pooling for Video-based Person Re-Identification Honghu Pan Yongyong Chen Zhenyu He 70 33 0 23 Sep 2022
Hierarchical Graph Convolutional Network Built by Multiscale Atlases for Brain Disorder Diagnosis Using Functional Connectivity Mianxin Liu Han Zhang F. Shi Dinggang Shen 98 29 0 22 Sep 2022
Infrared: A Meta Bug Detector Chi Zhang Yu Wang Linzhang Wang 58 1 0 18 Sep 2022
SPGP: Structure Prototype Guided Graph Pooling Sangseon Lee Dohoon Lee Yinhua Piao Sun Kim 62 1 0 16 Sep 2022
Hierarchical Graph Pooling is an Effective Citywide Traffic Condition Prediction Model Shilin Pu Liang Chu Zhuoran Hou Jincheng Hu Yanjun Huang Yuanjian Zhang 260 0 0 08 Sep 2022
Grouping-matrix based Graph Pooling with Adaptive Number of Clusters Sung Moon Ko Sungjun Cho Dae-Woong Jeong Sehui Han Moontae Lee Ho Hin Lee 70 10 0 07 Sep 2022
Higher-order Clustering and Pooling for Graph Neural Networks Alexandre Duval Fragkiskos D. Malliaros 98 41 0 02 Sep 2022
Robust Causal Graph Representation Learning against Confounding Effects Hang Gao Jiangmeng Li Jingyao Wang Hui Xiong Bing Xu Changwen Zheng Gang Hua OOD CML 39 15 0 18 Aug 2022
Learnable Filters for Geometric Scattering Modules Alexander Tong Frederik Wenkel Dhananjay Bhaskar Kincaid MacDonald Jackson D. Grady Michael Perlmutter Smita Krishnaswamy Guy Wolf 28 9 0 15 Aug 2022
Revisiting Adversarial Attacks on Graph Neural Networks for Graph Classification Xin Eric Wang Heng Chang Beini Xie Tian Bian Shiji Zhou Daixin Wang Qing Cui Wenwu Zhu AAML 94 10 0 13 Aug 2022
Generalizing Downsampling from Regular Data to Graphs D. Bacciu A. Conte Francesco Landolfi 47 9 0 06 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 127 422 0 05 Aug 2022
Maximal Independent Vertex Set applied to Graph Pooling Stevan Stanovic Benoit Gaüzère Luc Brun 25 3 0 02 Aug 2022
Graph Neural Network and Spatiotemporal Transformer Attention for 3D Video Object Detection from Point Clouds Junbo Yin Jianbing Shen Xin Gao David J. Crandall Ruigang Yang 3DPC ViT 119 61 0 26 Jul 2022
Learning Hierarchical Protein Representations via Complete 3D Graph Networks Limei Wang Haoran Liu Yi Liu Jerry Kurtin Shuiwang Ji GNN 75 60 0 26 Jul 2022
Live Stream Temporally Embedded 3D Human Body Pose and Shape Estimation Zhouping Wang Sarah Ostadabbas 3DH 60 5 0 25 Jul 2022
Operation-Level Performance Benchmarking of Graph Neural Networks for Scientific Applications Ryien Hosseini F. Simini V. Vishwanath GNN 80 2 0 20 Jul 2022
Learning Pedestrian Group Representations for Multi-modal Trajectory Prediction Inhwan Bae Jin-Hwi Park Hae-Gon Jeon 90 47 0 20 Jul 2022
Comprehensive Graph Gradual Pruning for Sparse Training in Graph Neural Networks Chuang Liu Xueqi Ma Yinbing Zhan Liang Ding Dapeng Tao Di Lin Wenbin Hu Danilo Mandic 95 33 0 18 Jul 2022
Contrastive Brain Network Learning via Hierarchical Signed Graph Pooling Model Haoteng Tang Guixiang Ma Lei Guo Xiyao Fu Heng-Chiao Huang Li Zhang 77 27 0 14 Jul 2022
An extensible Benchmarking Graph-Mesh dataset for studying Steady-State Incompressible Navier-Stokes Equations F. Bonnet Jocelyn Ahmed Mazari T. Munzer P. Yser Patrick Gallinari AI4CE 98 11 0 29 Jun 2022
Dynamic-Group-Aware Networks for Multi-Agent Trajectory Prediction with Relational Reasoning Chenxin Xu Yuxin Wei Bohan Tang Sheng Yin Ya Zhang Siheng Chen AI4TS AI4CE 120 37 0 27 Jun 2022
FlowX: Towards Explainable Graph Neural Networks via Message Flows Shurui Gui Hao Yuan Jie Wang Qicheng Lao Kang Li Shuiwang Ji 102 13 0 26 Jun 2022
Structural Entropy Guided Graph Hierarchical Pooling Junran Wu Xueyuan Chen Ke Xu Shangzhe Li 86 77 0 26 Jun 2022
MultiSAGE: a multiplex embedding algorithm for inter-layer link prediction Luca Gallo Vito Latora Alfredo Pulvirenti 34 1 0 24 Jun 2022
Ordered Subgraph Aggregation Networks Chao Qian Gaurav Rattan Floris Geerts Christopher Morris Mathias Niepert 129 58 0 22 Jun 2022
Finding Diverse and Predictable Subgraphs for Graph Domain Generalization Junchi Yu Jian Liang Ran He OOD 78 11 0 19 Jun 2022
Texture Generation Using A Graph Generative Adversarial Network And Differentiable Rendering K. Dharma Clayton T. Morrison Bradley L. Walls GAN 42 3 0 17 Jun 2022
ComENet: Towards Complete and Efficient Message Passing for 3D Molecular Graphs Limei Wang Yi Liu Yu-Ching Lin Hao Liu Shuiwang Ji GNN 111 95 0 17 Jun 2022