graph-pooling

There are 4 repositories under graph-pooling topic.

cszhangzhen / HGP-SL
Hierarchical Graph Pooling with Structure Learning
graph graph-neural-networks graph-pooling graph-classification graph-level-representation gcn pytorch graph-algorithms
Language:Python 313
Spectral-Clustering-with-Graph-Neural-Networks-for-Graph-Pooling
FilippoMB / Spectral-Clustering-with-Graph-Neural-Networks-for-Graph-Pooling
Experimental results obtained with the MinCutPool layer as presented in the 2020 ICML paper "Spectral Clustering with Graph Neural Networks for Graph Pooling"
graph-neural-networks graph-pooling spectral-clustering unsupervised-learning
Language:Python 257
JinheonBaek / GMT
Official Code Repository for the paper "Accurate Learning of Graph Representations with Graph Multiset Pooling" (ICLR 2021)
graph-representation graph-representation-learning graph-pooling graph-multiset-pooling graph-multiset-transformer graph-classification graph-reconstruction graph-transformer graph-neural-networks pytorch graph
Language:Python 95
malllabiisc / ASAP
AAAI 2020 - ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations
graph-classification graph-pooling graph-neural-networks pytorch graph-algorithms graph-level-representation gcn graph-convolution-network
Language:Python 95
rusty1s / himp-gnn
Hierarchical Inter-Message Passing for Learning on Molecular Graphs
geometric-deep-learning graph-neural-networks graph-pooling junction-tree molecular-graph pytorch
Language:Python 73
danielegrattarola / SRC
Code for "Understanding Pooling in Graph Neural Networks" (TNNLS 2022).
deep-learning graph-neural-networks graph-pooling machine-learning tensorflow
Language:Python 55
harryjo97 / EHGNN
Official Code Repository for the paper "Edge Representation Learning with Hypergraphs" (NeurIPS 2021)
graph-representation graph-representation-learning graph-pooling graph-reconstruction graph-classification edge-pooling
Language:Python 47
matenure / OTCoarsening
Unsupervised Learning of Graph Hierarchical Abstractions with Differentiable Coarsening and Optimal Transport
graph-neural-networks gnn graph-pooling unsupervised-graph-embedding optimal-transport
Language:Python 37
ZhenyuYangMQ / Awesome-Graph-Level-Learning
Awesome graph-level learning methods. Collections of commonly used datasets, papers as well as implementations are listed in this github repository. We also invite researchers interested in graph representation learning, graph regression and graph classification to join this project as contribut…
deep-learning graph-datasets graph-neural-networks graph-pooling graph-level-learning graph-classification graph-clustering graph-regression edge-level-learning node-level-learning
35
FilippoMB / The-expressive-power-of-pooling-in-GNNs
Code and dataset to test empirically the expressive power of graph pooling operators.
expressiveness graph-neural-networks graph-pooling weisfeiler-lehman
Language:Python 28
cszhangzhen / MVPool
Hierarchical Multi-View Graph Pooling with Structure Learning (TKDE-2021)
graph-classification node-classification graph-pooling gnns multi-view
Language:Python 21
FilippoMB / Total-variation-graph-neural-networks
Pytorch and Tensorflow implementation of TVGNN, presented at ICML 2023.
clustering graph-neural-network spectral-clustering graph-clustering total-variation-loss community-detection graph-pooling unsupervised-learning
Language:Python 20
FilippoMB / Pyramidal-Reservoir-Graph-Neural-Networks
Software implementation of Pyramidal Reservoir Graph Neural Networks
graph-classification graph-neural-networks graph-pooling reservoir-computing
Language:Python 9
forkkr / HIBPool
[IJCNN 2021] Structure-Aware Hierarchical Graph Pooling using Information Bottleneck
graph-classification graph-pooling information-bottleneck graph-neural-networks
Language:Jupyter Notebook 6
codingClaire / GraphPoolingGarden
A repo for baseline of graph pooling.
graph graph-classification graph-pooling pooling-layers graph-deep-learning graph-neural-networks pyg pytorch
Language:Python 3
fork123aniket / Graph-Clustering-using-Graph-Neural-Networks-from-scratch
Implementation of Graph pooling and clustering operation using Graph Neural Networks in PyTorch
graph-clustering graph-neural-networks graph-pooling pytorch pytorch-geometric pytorch-implementation spectral-clustering spectral-models
Language:Python 3
alizindari / High-resolution-image-embedding
Using Graph Attention NN for image embedding and classification
convolutional-neural-networks graph-attention-networks graph-neural-networks graph-pooling image-classification image-embedding image-processing multilayer-perceptron-network python pytorch
Language:Python 2
XiaShan1227 / Self-Attention-Graph-Pooling
Self-Attention Graph Pooling [ICML-2019]
attention-mechanism graph-classification graph-convolution graph-pooling deep-learning gnn pytorch-geometric global-pooling hierarchical-pooling
Language:Python 2
Hou-WJ / Graph-Pooling-Operators-and-Bioinformatics-Applications
Papers on Graph Pooling for GNN and their bioinformatics application
bioinformatics graph-classification graph-neural-networks graph-pooling
p-haddadian / HiCAP
HiCAP---Hierarchical Clustering-based Attention Pooling for Graph Representation Learning
graph-neural-networks graph-pooling pytorch-geometric
Language:Python