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2204.07321
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Graph Pooling for Graph Neural Networks: Progress, Challenges, and Opportunities
International Joint Conference on Artificial Intelligence (IJCAI), 2022
15 April 2022
Chuang Liu
Yibing Zhan
Hongzhi Zhang
Chang Li
Bo Du
Wenbin Hu
Tongliang Liu
Dacheng Tao
GNN
AI4CE
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Papers citing
"Graph Pooling for Graph Neural Networks: Progress, Challenges, and Opportunities"
46 / 46 papers shown
BoolSkeleton: Boolean Network Skeletonization via Homogeneous Pattern Reduction
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2025
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Jiaxi Zhang
Shenggen Zheng
Junfeng Liu
Xingyu Meng
Biwei Xie
Xingquan Li
Huawei Li
184
1
0
04 Nov 2025
Enhancing Graph Classification Robustness with Singular Pooling
Sofiane Ennadir
Oleg Smirnov
Yassine Abbahaddou
Lele Cao
J. Lutzeyer
AAML
247
0
0
26 Oct 2025
Pool Me Wisely: On the Effect of Pooling in Transformer-Based Models
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Levente Zólyomi
Oleg Smirnov
Tianze Wang
John Pertoft
Filip Cornell
Lele Cao
173
2
0
02 Oct 2025
BioBlobs: Differentiable Graph Partitioning for Protein Representation Learning
Xin Wang
Carlos Oliver
172
0
0
02 Oct 2025
SpaPool: Soft Partition Assignment Pooling for__Graph Neural Networks
International Conference on Data Warehousing and Knowledge Discovery (DaWaK), 2025
Rodrigue Govan
Romane Scherrer
Philippe Fournier-Viger
Nazha Selmaoui-Folcher
GNN
277
0
0
15 Sep 2025
Learn to Jump: Adaptive Random Walks for Long-Range Propagation through Graph Hierarchies
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Federico Errica
125
0
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Smotrom tvoja pa ander drogoj verden! Resurrecting Dead Pidgin with Generative Models: Russenorsk Case Study
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Alexey Tikhonov
Sergei Shteiner
A. Bykova
Ivan P. Yamshchikov
168
2
0
31 May 2025
Mitigating Context Bias in Domain Adaptation for Object Detection using Mask Pooling
Hojun Son
Asma Almutairi
Arpan Kusari
421
0
0
24 May 2025
Learning Repetition-Invariant Representations for Polymer Informatics
Yihan Zhu
Gang Liu
Eric Inae
Tengfei Luo
Meng Jiang
472
0
0
15 May 2025
Towards Efficient Training of Graph Neural Networks: A Multiscale Approach
Eshed Gal
Moshe Eliasof
Carola-Bibiane Schönlieb
Eldad Haber
E. Haber
Eran Treister
GNN
AI4CE
674
3
0
25 Mar 2025
Graph Pooling by Local Cluster Selection
Yizhu Chen
GNN
395
0
0
25 Nov 2024
A Theory for Compressibility of Graph Transformers for Transductive Learning
Hamed Shirzad
Honghao Lin
A. Velingker
B. Venkatachalam
David P. Woodruff
Danica J. Sutherland
407
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0
20 Nov 2024
SurfGNN: A robust surface-based prediction model with interpretability for coactivation maps of spatial and cortical features
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Jiong Zhang
Youbing Zeng
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Dan Zhang
Jianjia Zhang
Duan Xu
H. Kim
Bingguang Liu
Mengting Liu
203
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0
05 Nov 2024
A Review of Graph-Powered Data Quality Applications for IoT Monitoring Sensor Networks
Journal of Network and Computer Applications (JNCA), 2024
Pau Ferrer-Cid
Jose M. Barcelo-Ordinas
J. García-Vidal
741
6
0
28 Oct 2024
GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph Pruning
Neural Information Processing Systems (NeurIPS), 2024
Guibin Zhang
Haonan Dong
Yuchen Zhang
Zhixun Li
Dingshuo Chen
Kai Wang
Tianlong Chen
Yuxuan Liang
Dawei Cheng
Kun Wang
312
7
0
17 Oct 2024
Cluster-wise Graph Transformer with Dual-granularity Kernelized Attention
Neural Information Processing Systems (NeurIPS), 2024
Siyuan Huang
Yunchong Song
Jiayue Zhou
Zhouhan Lin
330
11
0
09 Oct 2024
Edge-Based Graph Component Pooling
T. Snelleman
B. M. Renting
H. H. Hoos
J. N. V. Rijn
GNN
288
3
0
18 Sep 2024
GSpect: Spectral Filtering for Cross-Scale Graph Classification
IEEE Transactions on Network Science and Engineering (TNSE), 2024
Xinming Zhang
Wenchuan Yang
Jiawei Feng
Bitao Dai
Tianci Bu
Xin Lu
205
5
0
31 Aug 2024
Tackling Oversmoothing in GNN via Graph Sparsification: A Truss-based Approach
Tanvir Hossain
Khaled Mohammed Saifuddin
Muhammad Ifte Khairul Islam
Farhan Tanvir
Esra Akbas
212
4
0
16 Jul 2024
A Comprehensive Graph Pooling Benchmark: Effectiveness, Robustness and Generalizability
Pengyun Wang
Junyu Luo
Yanxin Shen
M. Zhang
Shaoen Qin
Siyu Heng
Xiao Luo
Xiao Luo
OOD
636
7
0
13 Jun 2024
GFN: A graph feedforward network for resolution-invariant reduced operator learning in multifidelity applications
Oisín M. Morrison
F. Pichi
J. Hesthaven
AI4CE
318
18
0
05 Jun 2024
GEFL: Extended Filtration Learning for Graph Classification
Simon Zhang
Soham Mukherjee
T. Dey
472
13
0
04 Jun 2024
Graph Sparsification via Mixture of Graphs
International Conference on Learning Representations (ICLR), 2024
Guibin Zhang
Xiangguo Sun
Xinfeng Li
Kun Wang
Tianlong Chen
Shirui Pan
305
18
0
23 May 2024
Clustering for Protein Representation Learning
Ruijie Quan
Wenguan Wang
Fan Ma
Hehe Fan
Yi Yang
295
11
0
30 Mar 2024
Forward Learning of Graph Neural Networks
Namyong Park
Xing Wang
Antoine Simoulin
Shuai Yang
Grey Yang
Ryan Rossi
Puja Trivedi
Nesreen K. Ahmed
GNN
394
1
0
16 Mar 2024
Few-shot Learning on Heterogeneous Graphs: Challenges, Progress, and Prospects
Pengfei Ding
Yan Wang
Guanfeng Liu
240
1
0
10 Mar 2024
3DTextureTransformer: Geometry Aware Texture Generation for Arbitrary Mesh Topology
K. Dharma
Clayton T. Morrison
296
0
0
07 Mar 2024
Graph Parsing Networks
Yunchong Song
Siyuan Huang
Xinbing Wang
Cheng Zhou
Zhouhan Lin
GNN
253
4
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22 Feb 2024
A Survey on Graph Condensation
Hongjia Xu
Liangliang Zhang
Yao Ma
Sheng Zhou
Zhuonan Zheng
Jiajun Bu
388
12
0
03 Feb 2024
A Hierarchical Framework with Spatio-Temporal Consistency Learning for Emergence Detection in Complex Adaptive Systems
Siyuan Chen
Xin Du
Jiahai Wang
416
1
0
18 Jan 2024
Careful Selection and Thoughtful Discarding: Graph Explicit Pooling Utilizing Discarded Nodes
Chuang Liu
Wenhang Yu
Kuang Gao
Xueqi Ma
Yibing Zhan
Hongzhi Zhang
Bo Du
Wenbin Hu
199
0
0
21 Nov 2023
PGODE: Towards High-quality System Dynamics Modeling
International Conference on Machine Learning (ICML), 2023
Xiao Luo
Yiyang Gu
Huiyu Jiang
Hang Zhou
Jinsheng Huang
Wei Ju
Zhiping Xiao
Ming Zhang
Luke Huan
AI4CE
367
10
0
11 Nov 2023
PepLand: a large-scale pre-trained peptide representation model for a comprehensive landscape of both canonical and non-canonical amino acids
Ruochi Zhang
Haoran Wu
Yuting Xiu
Kewei Li
Ningning Chen
Yu Wang
Yan Wang
Xin Gao
Fengfeng Zhou
AI4TS
357
2
0
08 Nov 2023
GSC: Generalizable Service Coordination
Farzad Mohammadi
V. Shah-Mansouri
GNN
234
1
0
05 Nov 2023
MSFormer: A Skeleton-multiview Fusion Method For Tooth Instance Segmentation
Yuan Li
Huan Liu
Y. Tao
Xiangyang He
Haifeng Li
Xiaohu Guo
Hai Lin
342
0
0
23 Oct 2023
SGOOD: Substructure-enhanced Graph-Level Out-of-Distribution Detection
International Conference on Information and Knowledge Management (CIKM), 2023
Zhihao Ding
Jieming Shi
Shiqi Shen
Xuequn Shang
Jiannong Cao
Zhipeng Wang
Zhi Gong
OODD
OOD
300
9
0
16 Oct 2023
MAGIC: Detecting Advanced Persistent Threats via Masked Graph Representation Learning
Zian Jia
Yun Xiong
Yuhong Nan
Yao Zhang
Jinjing Zhao
Mi Wen
396
84
0
15 Oct 2023
Rayleigh Quotient Graph Neural Networks for Graph-level Anomaly Detection
International Conference on Learning Representations (ICLR), 2023
Xiangyu Dong
Xingyi Zhang
Sibo Wang
GNN
470
28
0
04 Oct 2023
A graph convolutional autoencoder approach to model order reduction for parametrized PDEs
Journal of Computational Physics (JCP), 2023
F. Pichi
B. Moya
J. Hesthaven
AI4CE
395
91
0
15 May 2023
Domain independent post-processing with graph U-nets: Applications to Electrical Impedance Tomographic Imaging
Physiological Measurement (PM), 2023
William Herzberg
A. Hauptmann
S. Hamilton
AI4CE
237
14
0
08 May 2023
Graph Neural Networks for Text Classification: A Survey
Artificial Intelligence Review (AIR), 2023
Kunze Wang
Yihao Ding
S. Han
FaML
GNN
451
61
0
23 Apr 2023
Compressed Heterogeneous Graph for Abstractive Multi-Document Summarization
AAAI Conference on Artificial Intelligence (AAAI), 2023
Miao Li
Jianzhong Qi
Jey Han Lau
215
14
0
12 Mar 2023
QuadConv: Quadrature-Based Convolutions with Applications to Non-Uniform PDE Data Compression
Journal of Computational Physics (JCP), 2022
Kevin Doherty
Cooper Simpson
Stephen Becker
Alireza Doostan
283
9
0
09 Nov 2022
Hierarchical Graph Pooling is an Effective Citywide Traffic Condition Prediction Model
Shilin Pu
Liang Chu
Zhuoran Hou
Jincheng Hu
Yanjun Huang
Yuanjian Zhang
335
0
0
08 Sep 2022
Comprehensive Graph Gradual Pruning for Sparse Training in Graph Neural Networks
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022
Chuang Liu
Xueqi Ma
Yinbing Zhan
Liang Ding
Dapeng Tao
Di Lin
Wenbin Hu
Danilo Mandic
337
50
0
18 Jul 2022
Tackling Provably Hard Representative Selection via Graph Neural Networks
Seyed Mehran Kazemi
Anton Tsitsulin
Hossein Esfandiari
M. Bateni
Deepak Ramachandran
Bryan Perozzi
Vahab Mirrokni
457
3
0
20 May 2022
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