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 201250 of 393 papers

TitleStatusHype
Deep Graph Clustering via Mutual Information Maximization and Mixture Model0
Reducing Neural Architecture Search Spaces with Training-Free Statistics and Computational Graph Clustering0
CGC: Contrastive Graph Clustering for Community Detection and TrackingCode0
Model Reduction of Consensus Network Systems via Selection of Optimal Edge Weights and Nodal Time-Scales0
SMARAGD: Learning SMatch for Accurate and Rapid Approximate Graph DistanceCode0
Spectral Graph Clustering for Intentional Islanding Operations in Resilient Hybrid Energy Systems0
Graph clustering with Boltzmann machines0
Skew-Symmetric Adjacency Matrices for Clustering Directed Graphs0
A Dynamic Mode Decomposition Approach for Decentralized Spectral Clustering of Graphs0
Improved Dual Correlation Reduction Network0
Recovering Unbalanced Communities in the Stochastic Block Model With Application to Clustering with a Faulty Oracle0
Matrix Completion with Hierarchical Graph Side Information0
Scalable Deep Graph Clustering with Random-walk based Self-supervised Learning0
Multilayer Graph Contrastive Clustering Network0
A Modular Framework for Centrality and Clustering in Complex Networks0
Self-supervised Contrastive Attributed Graph Clustering0
Robust Correlation Clustering with Asymmetric Noise0
Graphon based Clustering and Testing of Networks: Algorithms and TheoryCode0
Weakly Supervised Graph Clustering0
Cluster Attack: Query-based Adversarial Attacks on Graphs with Graph-Dependent PriorsCode0
Self-Supervised Metric Learning With Graph Clustering For Speaker DiarizationCode0
Scalable Community Detection via Parallel Correlation ClusteringCode0
Deep attributed graph clustering with self-separation regularization and parameter-free cluster estimation0
Template-Based Graph ClusteringCode0
Latent structure blockmodels for Bayesian spectral graph clusteringCode0
Hierarchical Agglomerative Graph Clustering in Nearly-Linear Time0
DIGRAC: Digraph Clustering Based on Flow ImbalanceCode0
Vertex-Centric Visual Programming for Graph Neural Networks0
Local Algorithms for Finding Densely Connected ClustersCode0
Local Algorithms for Estimating Effective Resistance0
_2-norm Flow Diffusion in Near-Linear Time0
A Comprehensive Survey on Community Detection with Deep Learning0
Seeing All From a Few: Nodes Selection Using Graph Pooling for Graph Clustering0
Seastar: vertex-centric programming for graph neural networks0
Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed0
Multilayer Graph Clustering with Optimized Node Embedding0
Weighted Graph Nodes Clustering via Gumbel Softmax0
Effective and Scalable Clustering on Massive Attributed Graphs0
Refining a -nearest neighbor graph for a computationally efficient spectral clusteringCode0
Calibrating and Improving Graph Contrastive LearningCode0
Asymmetric Semi-Nonnegative Matrix Factorization for Directed Graph ClusteringCode0
Asymmetric Semi-Nonnegative Matrix Factorization for Directed Graph ClusteringCode0
Semi-supervised Hyperspectral Image Classification with Graph Clustering Convolutional Networks0
Polaratio: A magnitude-contingent monotonic correlation metric and its improvements to scRNA-seq clusteringCode0
Product Graph Learning from Multi-domain Data with Sparsity and Rank Constraints0
GNN-XML: Graph Neural Networks for Extreme Multi-label Text Classification0
Efficient model selection in switching linear dynamic systems by graph clustering0
Mixed Membership Graph Clustering via Systematic Edge QueryCode0
Higher-Order Spectral Clustering of Directed Graphs0
Monash-Summ@LongSumm 20 SciSummPip: An Unsupervised Scientific Paper Summarization Pipeline0
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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