SOTAVerified

Graph Clustering

Graph Clustering is the process of grouping the nodes of the graph into clusters, taking into account the edge structure of the graph in such a way that there are several edges within each cluster and very few between clusters. Graph Clustering intends to partition the nodes in the graph into disjoint groups.

Source: Clustering for Graph Datasets via Gumbel Softmax

Papers

Showing 351393 of 393 papers

TitleStatusHype
Multiscale Graph Construction Using Non-local Cluster Features0
Multi-Task Curriculum Graph Contrastive Learning with Clustering Entropy Guidance0
Multi-View Stochastic Block Models0
Neighbor Similarity Based Agglomerative Method for Community Detection in Networks0
Neural-prior stochastic block model0
A Variational Image Segmentation Model based on Normalized Cut with Adaptive Similarity and Spatial Regularization0
Notes on Elementary Spectral Graph Theory. Applications to Graph Clustering Using Normalized Cuts0
On a 'Two Truths' Phenomenon in Spectral Graph Clustering0
On Learning the Structure of Clusters in Graphs0
Opinion Holder and Target Extraction based on the Induction of Verbal Categories0
Learning Optimal Graph Filters for Clustering of Attributed Graphs0
PageRank and The K-Means Clustering Algorithm0
PanoGS: Gaussian-based Panoptic Segmentation for 3D Open Vocabulary Scene Understanding0
Practical Attacks Against Graph-based Clustering0
Predicting Alzheimer's Disease by Hierarchical Graph Convolution from Positron Emission Tomography Imaging0
Product Graph Learning from Multi-domain Data with Sparsity and Rank Constraints0
Progressive Sub-Graph Clustering Algorithm for Semi-Supervised Domain Adaptation Speaker Verification0
Provable Filter for Real-world Graph Clustering0
Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed0
Randomized Algorithms for Symmetric Nonnegative Matrix Factorization0
Recovering Unbalanced Communities in the Stochastic Block Model With Application to Clustering with a Faulty Oracle0
Reducing Neural Architecture Search Spaces with Training-Free Statistics and Computational Graph Clustering0
Resolution-limit-free and local Non-negative Matrix Factorization quality functions for graph clustering0
Revisiting Spectral Graph Clustering with Generative Community Models0
Rhomboid Tiling for Geometric Graph Deep Learning0
Robust Correlation Clustering with Asymmetric Noise0
Sample-Level Multi-View Graph Clustering0
Scalable and Adaptive Spectral Embedding for Attributed Graph Clustering0
Scalable and Effective Conductance-based Graph Clustering0
Scalable Deep Graph Clustering with Random-walk based Self-supervised Learning0
Scaling Graph Clustering with Distributed Sketches0
Scaling Up Graph Propagation Computation on Large Graphs: A Local Chebyshev Approximation Approach0
SciSummPip: An Unsupervised Scientific Paper Summarization Pipeline0
Searching for a Single Community in a Graph0
Seastar: vertex-centric programming for graph neural networks0
Seeing All From a Few: Nodes Selection Using Graph Pooling for Graph Clustering0
Self-supervised Contrastive Attributed Graph Clustering0
Self-Supervised Contrastive Graph Clustering Network via Structural Information Fusion0
Semantic Word Clusters Using Signed Spectral Clustering0
Semi-supervised Hyperspectral Image Classification with Graph Clustering Convolutional Networks0
Sentence Clustering via Projection over Term Clusters0
SiMilarity-Enhanced Homophily for Multi-View Heterophilous Graph Clustering0
Simple Contrastive Graph Clustering0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1R-DGAEACC70.5Unverified
2R-GMM-VGAEACC68.9Unverified
3AGCACC67Unverified
4RWR-GAEACC61.6Unverified
5RWR-VGAEACC61.3Unverified
6ARGEACC57.3Unverified
7ARVGEACC54.4Unverified
8GAEACC40.8Unverified
9DAEGC+GSCAN†NMI39.9Unverified
#ModelMetricClaimedVerifiedStatus
1R-GMM-VGAEACC76.7Unverified
2R-DGAEACC73.7Unverified
3AGCACC68.92Unverified
4RWR-VGAEACC68.5Unverified
5RWR-GAEACC66.9Unverified
6ARGEACC64Unverified
7ARVGEACC63.8Unverified
8GAEACC59.6Unverified
9DAEGC+GSCAN†NMI52.4Unverified
#ModelMetricClaimedVerifiedStatus
1R-GMM-VGAEACC74Unverified
2RWR-VGAEACC73.6Unverified
3RWR-GAEACC72.6Unverified
4R-DGAEACC71.4Unverified
5AGCACC69.78Unverified
6VGAEACC65.48Unverified
7DAEGC+GSCAN†NMI31.7Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index1Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index0.57Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index0.46Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index0.91Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index0.95Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index0.81Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index0.81Unverified