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2003.11702
Cited By
Bridging the Gap Between Spectral and Spatial Domains in Graph Neural Networks
26 March 2020
M. Balcilar
G. Renton
Pierre Héroux
Benoit Gaüzère
Sébastien Adam
P. Honeine
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Papers citing
"Bridging the Gap Between Spectral and Spatial Domains in Graph Neural Networks"
26 / 26 papers shown
MF-GCN: A Multi-Frequency Graph Convolutional Network for Tri-Modal Depression Detection Using Eye-Tracking, Facial, and Acoustic Features
Sejuti Rahman
Swakshar Deb
MD. Sameer Iqbal Chowdhury
MD. Jubair Ahmed Sourov
Mohammad Shamsuddin
152
0
0
19 Nov 2025
Introduction to Graph Neural Networks: A Starting Point for Machine Learning Engineers
James H. Tanis
Chris Giannella
Adrian V. Mariano
AI4CE
GNN
FaML
PINN
379
7
0
27 Dec 2024
Line Graph Vietoris-Rips Persistence Diagram for Topological Graph Representation Learning
Jaesun Shin
Eunjoo Jeon
Taewon Cho
Namkyeong Cho
Youngjune Gwon
317
0
0
23 Dec 2024
Redesigning graph filter-based GNNs to relax the homophily assumption
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024
Samuel Rey
Madeline Navarro
Victor M. Tenorio
Santiago Segarra
Antonio G. Marques
380
8
0
13 Sep 2024
Demystifying Higher-Order Graph Neural Networks
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024
Maciej Besta
Florian Scheidl
Lukas Gianinazzi
Grzegorz Kwa'sniewski
S. Klaiman
Jürgen Müller
Torsten Hoefler
586
7
0
18 Jun 2024
How Universal Polynomial Bases Enhance Spectral Graph Neural Networks: Heterophily, Over-smoothing, and Over-squashing
Keke Huang
Yu Guang Wang
Ming Li
Pietro Lio
329
61
0
21 May 2024
Flexible Infinite-Width Graph Convolutional Neural Networks
Ben Anson
Edward Milsom
Laurence Aitchison
SSL
GNN
277
1
0
09 Feb 2024
Rethinking Spectral Graph Neural Networks with Spatially Adaptive Filtering
Jingwei Guo
Kaizhu Huang
Xinping Yi
Zixian Su
Rui Zhang
402
6
0
17 Jan 2024
A Survey on Graph Neural Networks in Intelligent Transportation Systems
Hourun Li
Yusheng Zhao
Zhengyan Mao
Yifang Qin
Zhiping Xiao
Jiaqi Feng
Yiyang Gu
Wei Ju
Xiao Luo
Ming Zhang
AI4TS
AI4CE
251
5
0
01 Jan 2024
An Effective Universal Polynomial Basis for Spectral Graph Neural Networks
Keke Huang
Pietro Lio
497
1
0
30 Nov 2023
Finding the Missing-half: Graph Complementary Learning for Homophily-prone and Heterophily-prone Graphs
International Conference on Machine Learning (ICML), 2023
Y. Zheng
He Zhang
V. Lee
Yu Zheng
Tianlin Li
Shirui Pan
294
51
0
13 Jun 2023
Energy Transformer
Neural Information Processing Systems (NeurIPS), 2023
Benjamin Hoover
Yuchen Liang
Bao Pham
Yikang Shen
Hendrik Strobelt
Duen Horng Chau
Mohammed J Zaki
Dmitry Krotov
ViT
439
83
0
14 Feb 2023
Efficient Graph Field Integrators Meet Point Clouds
International Conference on Machine Learning (ICML), 2023
K. Choromanski
Arijit Sehanobish
Han Lin
Yunfan Zhao
Eli Berger
...
Kumar Avinava Dubey
Deepali Jain
Tamás Sarlós
Snigdha Chaturvedi
Adrian Weller
622
7
0
02 Feb 2023
State of the Art and Potentialities of Graph-level Learning
ACM Computing Surveys (ACM Comput. Surv.), 2023
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
350
32
0
14 Jan 2023
Parallel and Distributed Graph Neural Networks: An In-Depth Concurrency Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Maciej Besta
Torsten Hoefler
GNN
607
82
0
19 May 2022
How Expressive are Transformers in Spectral Domain for Graphs?
Anson Bastos
Abhishek Nadgeri
Kuldeep Singh
Toyotaro Suzumura
Toyotaro Suzumura
I. Mulang'
340
19
0
23 Jan 2022
Stratified Graph Spectra
Fanchao Meng
M. Orr
Samarth Swarup
298
0
0
10 Jan 2022
Multiplex Graph Networks for Multimodal Brain Network Analysis
Zhaoming Kong
Lichao Sun
Hao Peng
Chen Tang
Yong Chen
Lifang He
199
9
0
31 Jul 2021
Beyond Low-pass Filtering: Graph Convolutional Networks with Automatic Filtering
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2021
Zonghan Wu
Shirui Pan
Guodong Long
Jing Jiang
Chengqi Zhang
GNN
228
50
0
10 Jul 2021
Adaptive Filters in Graph Convolutional Neural Networks
Pattern Recognition (Pattern Recogn.), 2021
Andrea Apicella
Francesco Isgrò
A. Pollastro
R. Prevete
GNN
505
22
0
21 May 2021
Which Hyperparameters to Optimise? An Investigation of Evolutionary Hyperparameter Optimisation in Graph Neural Network For Molecular Property Prediction
Yingfang Yuan
Wenjun Wang
Wei Pang
235
7
0
13 Apr 2021
RA-GCN: Graph Convolutional Network for Disease Prediction Problems with Imbalanced Data
Mahsa Ghorbani
Anees Kazi
M. Baghshah
Hamid R. Rabiee
Nassir Navab
373
78
0
27 Feb 2021
Spotting Silent Buffer Overflows in Execution Trace through Graph Neural Network Assisted Data Flow Analysis
Zhilong Wang
Li Yu
Suhang Wang
Peng Liu
144
5
0
20 Feb 2021
Interpretable Stability Bounds for Spectral Graph Filters
International Conference on Machine Learning (ICML), 2021
Henry Kenlay
D. Thanou
Xiaowen Dong
355
45
0
18 Feb 2021
Multi-Channel Speech Enhancement using Graph Neural Networks
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021
Panagiotis Tzirakis
Anurag Kumar
Jacob Donley
155
47
0
13 Feb 2021
A Review of Graph Neural Networks and Their Applications in Power Systems
Journal of Modern Power Systems and Clean Energy (JMPSCE), 2021
Wenlong Liao
B. Bak‐Jensen
J. Pillai
Yuelong Wang
Yusen Wang
GNN
AI4CE
447
333
0
25 Jan 2021
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