Graph U-Nets

11 May 2019

Papers citing "Graph U-Nets"

50 / 510 papers shown

Title
Re-Think and Re-Design Graph Neural Networks in Spaces of Continuous Graph Diffusion Functionals Tingting Dan Jiaqi Ding Ziquan Wei S. Kovalsky Minjeong Kim Won Hwa Kim Guorong Wu DiffM 68 6 0 01 Jul 2023
Diffusion-Jump GNNs: Homophiliation via Learnable Metric Filters Ahmed Begga Francisco Escolano M. Lozano Edwin R. Hancock 86 2 0 29 Jun 2023
Hierarchical Graph Neural Networks for Proprioceptive 6D Pose Estimation of In-hand Objects Alireza Rezazadeh Snehal Dikhale Soshi Iba Nawid Jamali 63 8 0 28 Jun 2023
Multi-task multi-station earthquake monitoring: An all-in-one seismic Phase picking, Location, and Association Network (PLAN) Xu Si Xinming Wu Zefeng Li Sheng Wang Jun Zhu 58 2 0 24 Jun 2023
On Exploring Node-feature and Graph-structure Diversities for Node Drop Graph Pooling Chuang Liu Yibing Zhan Baosheng Yu Liu Liu Bo Du Wenbin Hu Tongliang Liu 103 12 0 22 Jun 2023
Geometric Pooling: maintaining more useful information Hao Xu Jia Liu Yang Shen Kenan Lou Yanxia Bao Ruihua Zhang Shuyue Zhou Hongsen Zhao Shuai Wang 63 0 0 21 Jun 2023
Structure-Sensitive Graph Dictionary Embedding for Graph Classification Guangyi Liu Tong Zhang Xudong Wang Wenting Zhao Chuanwei Zhou Zhen Cui 68 1 0 18 Jun 2023
Efficient 3D Semantic Segmentation with Superpoint Transformer Damien Robert Hugo Raguet Loic Landrieu ViT 125 58 0 13 Jun 2023
Deep Demixing: Reconstructing the Evolution of Network Epidemics Boning Li Gojko Cutura A. Swami Santiago Segarra 56 0 0 11 Jun 2023
Hybrid Graph: A Unified Graph Representation with Datasets and Benchmarks for Complex Graphs Zehui Li Xiangyu Zhao Mingzhu Shen Guy-Bart Stan Pietro Lio Yiren Zhao 56 1 0 08 Jun 2023
Joint Learning of Label and Environment Causal Independence for Graph Out-of-Distribution Generalization Shurui Gui Meng Liu Xiner Li Youzhi Luo Shuiwang Ji CML OOD 92 30 0 01 Jun 2023
A Unified Framework for U-Net Design and Analysis Christopher Williams Fabian Falck George Deligiannidis Chris Holmes Arnaud Doucet Saifuddin Syed SSeg AI4CE 127 39 0 31 May 2023
Towards Semi-supervised Universal Graph Classification Xiao Luo Yusheng Zhao Yifang Qin Wei Ju Ming Zhang 89 33 0 31 May 2023
Graph-based Time Series Clustering for End-to-End Hierarchical Forecasting Andrea Cini Danilo Mandic Cesare Alippi AI4TS 64 10 0 30 May 2023
Optimization and Interpretability of Graph Attention Networks for Small Sparse Graph Structures in Automotive Applications Marion Neumeier Andreas Tollkühn S. Dorn M. Botsch Wolfgang Utschick GNN 68 5 0 25 May 2023
Robust Ante-hoc Graph Explainer using Bilevel Optimization Kha-Dinh Luong Mert Kosan A. Silva Ambuj K. Singh 90 6 0 25 May 2023
Betray Oneself: A Novel Audio DeepFake Detection Model via Mono-to-Stereo Conversion Rui Liu Jinhua Zhang Guanglai Gao Haizhou Li 62 9 0 25 May 2023
MMGP: a Mesh Morphing Gaussian Process-based machine learning method for regression of physical problems under non-parameterized geometrical variability F. Casenave B. Staber Xavier Roynard AI4CE 74 17 0 22 May 2023
Mastering Long-Tail Complexity on Graphs: Characterization, Learning, and Generalization Haohui Wang Baoyu Jing Kaize Ding Yada Zhu Wei Cheng Si Zhang Yonghui Fan Liqing Zhang Dawei Zhou 94 10 0 17 May 2023
A graph convolutional autoencoder approach to model order reduction for parametrized PDEs F. Pichi B. Moya J. Hesthaven AI4CE 87 59 0 15 May 2023
NervePool: A Simplicial Pooling Layer Sarah McGuire E. Munch M. Hirn 77 1 0 10 May 2023
Domain independent post-processing with graph U-nets: Applications to Electrical Impedance Tomographic Imaging William Herzberg A. Hauptmann S. Hamilton AI4CE 48 12 0 08 May 2023
Asynchronous Events-based Panoptic Segmentation using Graph Mixer Neural Network Sanket Kachole Yusra Alkendi F. B. Naeini Dimitrios Makris Yahya Zweiri 72 3 0 05 May 2023
Importance of equivariant and invariant symmetries for fluid flow modeling Varun Shankar Shivam Barwey Zico Kolter R. Maulik V. Viswanathan AI4CE 77 4 0 03 May 2023
What Do GNNs Actually Learn? Towards Understanding their Representations Giannis Nikolentzos Michail Chatzianastasis Michalis Vazirgiannis GNN AI4CE 63 1 0 21 Apr 2023
A Comprehensive Survey on Deep Graph Representation Learning Wei Ju Zheng Fang Yiyang Gu Zequn Liu Qingqing Long ... Jingyang Yuan Yusheng Zhao Yifan Wang Xiao Luo Ming Zhang GNN AI4TS 188 163 0 11 Apr 2023
The expressive power of pooling in Graph Neural Networks F. Bianchi Veronica Lachi 64 33 0 04 Apr 2023
Graph-Based Deep Learning for Sea Surface Temperature Forecasts Ding Ning V. Vetrova K. Bryan AI4Cl AI4TS AI4CE 18 4 0 03 Apr 2023
Temporal Dynamic Synchronous Functional Brain Network for Schizophrenia Diagnosis and Lateralization Analysis Cheng Zhu Ying Tan Shuqi Yang Jiaqing Miao Jiayi Zhu Huan Huang Dezhong Yao Cheng Luo 40 3 0 31 Mar 2023
A Survey on Malware Detection with Graph Representation Learning Tristan Bilot Nour El Madhoun Khaldoun Al Agha Anis Zouaoui AAML 98 29 0 28 Mar 2023
GNN-based physics solver for time-independent PDEs R. J. Gladstone H. Rahmani V. Suryakumar Hadi Meidani M. DÉlia A. Zareei AI4CE 51 14 0 28 Mar 2023
Mind the Label Shift of Augmentation-based Graph OOD Generalization Junchi Yu Jian Liang Ran He 102 33 0 27 Mar 2023
Topological Pooling on Graphs Yuzhou Chen Yulia R. Gel 82 12 0 25 Mar 2023
A Comparison of Graph Neural Networks for Malware Classification Vrinda Malhotra Katerina Potika Mark Stamp 56 6 0 22 Mar 2023
MPool: Motif-Based Graph Pooling Muhammad Ifte Khairul Islam Max Khanov Esra Akbas 76 4 0 07 Mar 2023
Hierarchical Graph Neural Networks for Particle Track Reconstruction Ryan Liu P. Calafiura S. Farrell X. Ju D. Murnane Tuan Minh Pham 38 13 0 03 Mar 2023
Attention-based Graph Convolution Fusing Latent Structures and Multiple Features for Graph Neural Networks Yang Li Yuichi Tanaka 3DPC 61 0 0 02 Mar 2023
ParaFormer: Parallel Attention Transformer for Efficient Feature Matching Xiaoyong Lu Y. Yan Bin Kang Songlin Du 3DPC 72 16 0 02 Mar 2023
MulGT: Multi-task Graph-Transformer with Task-aware Knowledge Injection and Domain Knowledge-driven Pooling for Whole Slide Image Analysis Weiqin Zhao Shujun Wang Maximus C. F. Yeung Tianye Niu Lequan Yu 136 9 0 21 Feb 2023
GraphPrompt: Unifying Pre-Training and Downstream Tasks for Graph Neural Networks Zemin Liu Xingtong Yu Yuan Fang Xinming Zhang LLMAG AI4CE 102 148 0 16 Feb 2023
Multiscale Graph Neural Network Autoencoders for Interpretable Scientific Machine Learning Shivam Barwey Varun Shankar V. Viswanathan R. Maulik AI4CE 97 27 0 13 Feb 2023
Listen2Scene: Interactive material-aware binaural sound propagation for reconstructed 3D scenes Anton Ratnarajah Tianyi Zhou 89 6 0 02 Feb 2023
Continual Graph Learning: A Survey Qiao Yuan S. Guan Pin Ni Tianlun Luo Ka Lok Man Prudence W. H. Wong Victor I. Chang CLL 80 14 0 28 Jan 2023
MG-GNN: Multigrid Graph Neural Networks for Learning Multilevel Domain Decomposition Methods Ali Taghibakhshi Nicolas Nytko Tareq Uz Zaman S. MacLachlan Luke N. Olson Matthew West AI4CE 72 11 0 26 Jan 2023
Understanding and Improving Deep Graph Neural Networks: A Probabilistic Graphical Model Perspective Jiayuan Chen Xiang Zhang Yinfei Xu Tianli Zhao Renjie Xie Wei Xu GNN BDL 59 0 0 25 Jan 2023
Introducing Expertise Logic into Graph Representation Learning from A Causal Perspective Hang Gao Jiangmeng Li Jingyao Wang Hui Xiong Xingzhe Su Feng Wu Changwen Zheng Gang Hua 76 0 0 20 Jan 2023
Model-based inexact graph matching on top of CNNs for semantic scene understanding Jérémy Chopin Jean-Baptiste Fasquel Harold Mouchère Rozenn Dahyot Isabelle Bloch 67 7 0 18 Jan 2023
State of the Art and Potentialities of Graph-level Learning Zhenyu Yang Ge Zhang Hongzhi Zhang Jian Yang Quan.Z Sheng ... Charu C. Aggarwal Hao Peng Wenbin Hu Edwin R. Hancock Pietro Lio GNN AI4CE 132 15 0 14 Jan 2023
Graph Convolution Based Cross-Network Multi-Scale Feature Fusion for Deep Vessel Segmentation Gangming Zhao Kongming Liang Changzai Pan Fandong Zhang Xianpeng Wu Xinyang Hu Yizhou Yu MedIm 83 29 0 06 Jan 2023
AirfRANS: High Fidelity Computational Fluid Dynamics Dataset for Approximating Reynolds-Averaged Navier-Stokes Solutions F. Bonnet Jocelyn Ahmed Mazari Paola Cinnella Patrick Gallinari AI4CE 110 60 0 15 Dec 2022