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Graph U-Nets

Graph U-Nets

11 May 2019
Hongyang Gao
Shuiwang Ji
    AI4CESSLSSegGNN
ArXiv (abs)PDFHTML

Papers citing "Graph U-Nets"

50 / 510 papers shown
Title
Taxonomy of reduction matrices for Graph Coarsening
Taxonomy of reduction matrices for Graph Coarsening
Antonin Joly
Nicolas Keriven
Aline Roumy
24
0
0
13 Jun 2025
FIGNN: Feature-Specific Interpretability for Graph Neural Network Surrogate Models
FIGNN: Feature-Specific Interpretability for Graph Neural Network Surrogate Models
Riddhiman Raut
R. Maulik
Shivam Barwey
AI4CE
24
0
0
13 Jun 2025
Deep Learning Reforms Image Matching: A Survey and Outlook
Shihua Zhang
Zizhuo Li
Kaining Zhang
Yifan Lu
Yuxin Deng
Linfeng Tang
Xingyu Jiang
Jiayi Ma
3DV
115
0
0
05 Jun 2025
Smotrom tvoja pa ander drogoj verden! Resurrecting Dead Pidgin with Generative Models: Russenorsk Case Study
Smotrom tvoja pa ander drogoj verden! Resurrecting Dead Pidgin with Generative Models: Russenorsk Case Study
Alexey Tikhonov
Sergei Shteiner
A. Bykova
Ivan P. Yamshchikov
39
0
0
31 May 2025
Improving the Effective Receptive Field of Message-Passing Neural Networks
Improving the Effective Receptive Field of Message-Passing Neural Networks
Shahaf E. Finder
Ron Shapira Weber
Moshe Eliasof
Oren Freifeld
Eran Treister
74
0
0
29 May 2025
The quest for the GRAph Level autoEncoder (GRALE)
The quest for the GRAph Level autoEncoder (GRALE)
Paul Krzakala
Gabriel Melo
Charlotte Laclau
Florence dÁlché-Buc
Rémi Flamary
50
0
0
28 May 2025
Thickness-aware E(3)-Equivariant 3D Mesh Neural Networks
Thickness-aware E(3)-Equivariant 3D Mesh Neural Networks
Sungwon Kim
Namkyeong Lee
Yunyoung Doh
Seungmin Shin
Guimok Cho
Seung-Won Jeon
Sangkook Kim
Chanyoung Park
37
0
0
27 May 2025
ReassembleNet: Learnable Keypoints and Diffusion for 2D Fresco Reconstruction
ReassembleNet: Learnable Keypoints and Diffusion for 2D Fresco Reconstruction
Adeela Islam
Stefano Fiorini
Stuart James
Pietro Morerio
Alessio Del Bue
DiffM
904
0
0
27 May 2025
HiERO: understanding the hierarchy of human behavior enhances reasoning on egocentric videos
HiERO: understanding the hierarchy of human behavior enhances reasoning on egocentric videos
Simone Alberto Peirone
Francesca Pistilli
Giuseppe Averta
74
0
0
19 May 2025
Towards scalable surrogate models based on Neural Fields for large scale aerodynamic simulations
Towards scalable surrogate models based on Neural Fields for large scale aerodynamic simulations
Giovanni Catalani
Jean Fesquet
Xavier Bertrand
Frédéric Tost
Michaël Bauerheim
Joseph Morlier
AI4CE
65
0
0
14 May 2025
Geometry aware inference of steady state PDEs using Equivariant Neural Fields representations
Geometry aware inference of steady state PDEs using Equivariant Neural Fields representations
Giovanni Catalani
Michaël Bauerheim
Frédéric Tost
Xavier Bertrand
Joseph Morlier
AI4CE
89
2
0
24 Apr 2025
Disentangled Graph Representation Based on Substructure-Aware Graph Optimal Matching Kernel Convolutional Networks
Disentangled Graph Representation Based on Substructure-Aware Graph Optimal Matching Kernel Convolutional Networks
Mao Wang
Tao Wu
Xingping Xian
Shaojie Qiao
Weina Niu
Canyixing Cui
134
0
0
23 Apr 2025
Benchmarking machine learning models for predicting aerofoil performance
Benchmarking machine learning models for predicting aerofoil performance
Oliver Summerell
Gerardo Aragon-Camarasa
Stephanie Ordonez Sanchez
60
0
0
22 Apr 2025
Flexible and Explainable Graph Analysis for EEG-based Alzheimer's Disease Classification
Flexible and Explainable Graph Analysis for EEG-based Alzheimer's Disease Classification
Jing Wang
Jun-En Ding
Feng Liu
Elisa Kallioniemi
Shuqiang Wang
Wen-Xiang Tsai
A. Yang
OOD
75
1
0
02 Apr 2025
Identifying Obfuscated Code through Graph-Based Semantic Analysis of Binary Code
Identifying Obfuscated Code through Graph-Based Semantic Analysis of Binary Code
Roxane Cohen
Robin David
Florian Yger
Fabrice Rossi
AAML
67
0
0
02 Apr 2025
BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational Pathology
BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational Pathology
Amaya Gallagher-Syed
Henry Senior
Omnia Alwazzan
Elena Pontarini
Michele Bombardieri
C. Pitzalis
M. Lewis
Michael Barnes
Luca Rossi
Gregory G. Slabaugh
131
0
0
26 Mar 2025
Towards Efficient Training of Graph Neural Networks: A Multiscale Approach
Towards Efficient Training of Graph Neural Networks: A Multiscale Approach
Eshed Gal
Moshe Eliasof
Carola-Bibiane Schönlieb
Eldad Haber
E. Haber
Eran Treister
GNNAI4CE
181
1
0
25 Mar 2025
Learning Distributions of Complex Fluid Simulations with Diffusion Graph Networks
Learning Distributions of Complex Fluid Simulations with Diffusion Graph Networks
Mario Lino
Tobias Pfaff
Nils Thuerey
DiffMAI4CE
140
9
0
19 Mar 2025
Real-Time Manipulation Action Recognition with a Factorized Graph Sequence Encoder
Real-Time Manipulation Action Recognition with a Factorized Graph Sequence Encoder
Enes Erdogan
E. Aksoy
Sanem Sariel
115
0
0
15 Mar 2025
Multi-View Node Pruning for Accurate Graph Representation
Multi-View Node Pruning for Accurate Graph Representation
Jiseong Park
Hanjin Kim
Seojin Kim
Jueun Choi
146
0
0
14 Mar 2025
O-RAN xApps Conflict Management using Graph Convolutional Networks
O-RAN xApps Conflict Management using Graph Convolutional Networks
Maryam Al Shami
Jun Yan
Emmanuel Thepie Fapi
GNN
124
1
0
05 Mar 2025
GNN-Coder: Boosting Semantic Code Retrieval with Combined GNNs and Transformer
GNN-Coder: Boosting Semantic Code Retrieval with Combined GNNs and Transformer
Yufan Ye
Pu Pang
Ting Zhang
Hua Huang
111
0
0
24 Feb 2025
A Split-Window Transformer for Multi-Model Sequence Spammer Detection using Multi-Model Variational Autoencoder
A Split-Window Transformer for Multi-Model Sequence Spammer Detection using Multi-Model Variational Autoencoder
Zhou Yang
Yucai Pang
Hongbo Yin
Yunpeng Xiao
ViT
116
0
0
23 Feb 2025
Enhancing Graph Representation Learning with Localized Topological Features
Enhancing Graph Representation Learning with Localized Topological Features
Zuoyu Yan
Qi Zhao
Ze Ye
Tengfei Ma
Liangcai Gao
Zhi Tang
Yusu Wang
Chao Chen
97
1
0
17 Jan 2025
DynST: Dynamic Sparse Training for Resource-Constrained Spatio-Temporal Forecasting
DynST: Dynamic Sparse Training for Resource-Constrained Spatio-Temporal Forecasting
Hao Wu
Haomin Wen
Guibin Zhang
Yutong Xia
Kai Wang
Yuxuan Liang
Yu Zheng
Kun Wang
195
2
0
17 Jan 2025
Revisiting Graph Neural Networks on Graph-level Tasks: Comprehensive Experiments, Analysis, and Improvements
Haoyang Li
Yongjun Xu
C. Zhang
Alexander Zhou
Lei Chen
Qing Li
AI4CE
432
0
0
03 Jan 2025
Graph Pooling by Local Cluster Selection
Graph Pooling by Local Cluster Selection
Yizhu Chen
GNN
140
0
0
25 Nov 2024
Harnessing Scale and Physics: A Multi-Graph Neural Operator Framework for PDEs on Arbitrary Geometries
Harnessing Scale and Physics: A Multi-Graph Neural Operator Framework for PDEs on Arbitrary Geometries
Zhihao Li
Haoze Song
Di Xiao
Zhilu Lai
Wei Wang
AI4CE
252
4
0
18 Nov 2024
Equivariant Graph Network Approximations of High-Degree Polynomials for
  Force Field Prediction
Equivariant Graph Network Approximations of High-Degree Polynomials for Force Field Prediction
Zhao Xu
Haiyang Yu
Montgomery Bohde
Shuiwang Ji
98
2
0
06 Nov 2024
Beyond Grid Data: Exploring Graph Neural Networks for Earth Observation
Beyond Grid Data: Exploring Graph Neural Networks for Earth Observation
Shan Zhao
Zhaiyu Chen
Zhitong Xiong
Yilei Shi
Sudipan Saha
Xiao Xiang Zhu
AI4CE
88
5
0
05 Nov 2024
Strongly Topology-preserving GNNs for Brain Graph Super-resolution
Strongly Topology-preserving GNNs for Brain Graph Super-resolution
Pragya Singh
Islem Rekik
63
0
0
01 Nov 2024
Towards Dynamic Message Passing on Graphs
Towards Dynamic Message Passing on Graphs
Junshu Sun
Chenxue Yang
Xiangyang Ji
Qingming Huang
Shuhui Wang
92
1
0
31 Oct 2024
NASM: Neural Anisotropic Surface Meshing
NASM: Neural Anisotropic Surface Meshing
Hongbo Li
Haikuan Zhu
Sikai Zhong
Ningna Wang
Cheng Lin
X. Guo
Shiqing Xin
Wenping Wang
Jing Hua
Z. Zhong
51
0
0
30 Oct 2024
Rethinking Reconstruction-based Graph-Level Anomaly Detection:
  Limitations and a Simple Remedy
Rethinking Reconstruction-based Graph-Level Anomaly Detection: Limitations and a Simple Remedy
Sunwoo Kim
Soo Yong Lee
Fanchen Bu
Shinhwan Kang
Kyungho Kim
Jaemin Yoo
Kijung Shin
69
2
0
27 Oct 2024
Enriching GNNs with Text Contextual Representations for Detecting
  Disinformation Campaigns on Social Media
Enriching GNNs with Text Contextual Representations for Detecting Disinformation Campaigns on Social Media
Bruno Croso Cunha da Silva
Thomas Palmeira Ferraz
R. Lopes
AI4CE
126
1
0
24 Oct 2024
Cluster-wise Graph Transformer with Dual-granularity Kernelized
  Attention
Cluster-wise Graph Transformer with Dual-granularity Kernelized Attention
Siyuan Huang
Yunchong Song
Jiayue Zhou
Zhouhan Lin
65
1
0
09 Oct 2024
Topology-Agnostic Graph U-Nets for Scalar Field Prediction on
  Unstructured Meshes
Topology-Agnostic Graph U-Nets for Scalar Field Prediction on Unstructured Meshes
Kevin Ferguson
Yu-hsuan Chen
Yiming Chen
Andrew Gillman
James Hardin
Levent Burak Kara
AI4CE
79
2
0
08 Oct 2024
A Hybrid Graph Neural Network for Enhanced EEG-Based Depression
  Detection
A Hybrid Graph Neural Network for Enhanced EEG-Based Depression Detection
Yiye Wang
Wenming Zheng
Yang Li
Hao Yang
82
0
0
08 Oct 2024
GraphCroc: Cross-Correlation Autoencoder for Graph Structural
  Reconstruction
GraphCroc: Cross-Correlation Autoencoder for Graph Structural Reconstruction
Shijin Duan
Ruyi Ding
Jiaxing He
A. A. Ding
Yunsi Fei
Xiaolin Xu
56
0
0
04 Oct 2024
Graph Convolutional Neural Networks as Surrogate Models for Climate
  Simulation
Graph Convolutional Neural Networks as Surrogate Models for Climate Simulation
Kevin Potter
Carianne Martinez
Reina Pradhan
Samantha Brozak
Steven Sleder
Lauren Wheeler
AI4ClAI4CE
53
0
0
19 Sep 2024
PMR-Net: Parallel Multi-Resolution Encoder-Decoder Network Framework for
  Medical Image Segmentation
PMR-Net: Parallel Multi-Resolution Encoder-Decoder Network Framework for Medical Image Segmentation
Xiaogang Du
Dongxin Gu
Tao Lei
Yipeng Jiao
Yibin Zou
MedIm
59
1
0
19 Sep 2024
Edge-Based Graph Component Pooling
Edge-Based Graph Component Pooling
T. Snelleman
B. M. Renting
H. H. Hoos
J. N. V. Rijn
GNN
56
2
0
18 Sep 2024
Identifying Influential nodes in Brain Networks via Self-Supervised
  Graph-Transformer
Identifying Influential nodes in Brain Networks via Self-Supervised Graph-Transformer
Yanqing Kang
Di Zhu
Haiyang Zhang
Enze Shi
Sigang Yu
...
Xuan Liu
Geng Chen
Xi Jiang
Tuo Zhang
Shu Zhang
54
0
0
17 Sep 2024
Sparks of Artificial General Intelligence(AGI) in Semiconductor Material
  Science: Early Explorations into the Next Frontier of Generative AI-Assisted
  Electron Micrograph Analysis
Sparks of Artificial General Intelligence(AGI) in Semiconductor Material Science: Early Explorations into the Next Frontier of Generative AI-Assisted Electron Micrograph Analysis
Sakhinana Sagar Srinivas
Geethan Sannidhi
Sreeja Gangasani
Chidaksh Ravuru
Venkataramana Runkana
97
0
0
17 Sep 2024
Multimodal Power Outage Prediction for Rapid Disaster Response and
  Resource Allocation
Multimodal Power Outage Prediction for Rapid Disaster Response and Resource Allocation
Alejandro Aparcedo
Christian Lopez
Abhinav Kotta
Mengjie Li
73
1
0
14 Sep 2024
Molecular Graph Representation Learning via Structural Similarity
  Information
Molecular Graph Representation Learning via Structural Similarity Information
Chengyu Yao
Hong Huang
Hang Gao
Fengge Wu
Haiming Chen
Junsuo Zhao
71
0
0
13 Sep 2024
OpenFGL: A Comprehensive Benchmark for Federated Graph Learning
OpenFGL: A Comprehensive Benchmark for Federated Graph Learning
Miao Hu
Yinlin Zhu
Boyang Pang
Guochen Yan
Yeyu Yan
Zening Li
Zhengyu Wu
Wentao Zhang
Rong-Hua Li
Guoren Wang
FedML
111
1
0
29 Aug 2024
Parameter-Efficient Quantized Mixture-of-Experts Meets Vision-Language
  Instruction Tuning for Semiconductor Electron Micrograph Analysis
Parameter-Efficient Quantized Mixture-of-Experts Meets Vision-Language Instruction Tuning for Semiconductor Electron Micrograph Analysis
Sakhinana Sagar Srinivas
Chidaksh Ravuru
Geethan Sannidhi
Venkataramana Runkana
84
0
0
27 Aug 2024
Multi-Modal Instruction-Tuning Small-Scale Language-and-Vision Assistant
  for Semiconductor Electron Micrograph Analysis
Multi-Modal Instruction-Tuning Small-Scale Language-and-Vision Assistant for Semiconductor Electron Micrograph Analysis
Sakhinana Sagar Srinivas
Geethan Sannidhi
Venkataramana Runkana
104
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27 Aug 2024
Multi-SIGATnet: A multimodal schizophrenia MRI classification algorithm
  using sparse interaction mechanisms and graph attention networks
Multi-SIGATnet: A multimodal schizophrenia MRI classification algorithm using sparse interaction mechanisms and graph attention networks
Yuhong Jiao
Jiaqing Miao
Jinnan Gong
Hui He
Ping Liang
Cheng Luo
Ying Tan
55
0
0
25 Aug 2024
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