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
GraphLearner: Graph Node Clustering with Fully Learnable AugmentationCode0
Real-time Trajectory-based Social Group DetectionCode0
Adaptive Local Clustering over Attributed GraphsCode0
Learning Networks from Random Walk-Based Node SimilaritiesCode0
Learning Persistent Community Structures in Dynamic Networks via Topological Data AnalysisCode0
Learning Resolution Parameters for Graph ClusteringCode0
The Power Mean Laplacian for Multilayer Graph ClusteringCode0
Balanced Multi-Relational Graph ClusteringCode0
Local Algorithms for Finding Densely Connected ClustersCode0
Local Clustering for Lung Cancer Image Classification via Sparse Solution TechniqueCode0
Refining a k-nearest neighbor graph for a computationally efficient spectral clusteringCode0
Refining a -nearest neighbor graph for a computationally efficient spectral clusteringCode0
A Versatile Framework for Attributed Network Clustering via K-Nearest Neighbor AugmentationCode0
Comparison and Benchmark of Graph Clustering AlgorithmsCode0
Reliable Node Similarity Matrix Guided Contrastive Graph ClusteringCode0
Attributed Graph Clustering via Adaptive Graph ConvolutionCode0
Residual Gated Graph ConvNetsCode0
Combinatorial Approximations for Cluster Deletion: Simpler, Faster, and BetterCode0
Approximate sampling and estimation of partition functions using neural networksCode0
Attributed Graph Clustering: A Deep Attentional Embedding ApproachCode0
Rethinking Symmetric Matrix Factorization: A More General and Better Clustering PerspectiveCode0
Asymmetric Semi-Nonnegative Matrix Factorization for Directed Graph ClusteringCode0
Spectral Clustering for Directed Graphs via Likelihood Estimation on Stochastic Block ModelsCode0
MeanCut: A Greedy-Optimized Graph Clustering via Path-based Similarity and Degree Descent CriterionCode0
Unpaired Multi-View Graph Clustering with Cross-View Structure MatchingCode0
Spectral Theory of Unsigned and Signed Graphs. Applications to Graph Clustering: a SurveyCode0
Memetic Graph ClusteringCode0
ClusterFuG: Clustering Fully connected Graphs by MulticutCode0
Mixed Membership Graph Clustering via Systematic Edge QueryCode0
Asymmetric Semi-Nonnegative Matrix Factorization for Directed Graph ClusteringCode0
A parameter-free graph reduction for spectral clustering and SpectralNetCode0
Robust Graph Clustering via Meta Weighting for Noisy GraphsCode0
A Streaming Algorithm for Graph ClusteringCode0
RWR-GAE: Random Walk Regularization for Graph Auto EncodersCode0
Advanced Graph Clustering Methods: A Comprehensive and In-Depth AnalysisCode0
A Semidefinite Relaxation Approach for Fair Graph ClusteringCode0
Multi-class Graph Clustering via Approximated Effective p-ResistanceCode0
Unsupervised Graph Clustering with Deep Structural EntropyCode0
Towards Cohesion-Fairness Harmony: Contrastive Regularization in Individual Fair Graph ClusteringCode0
Scalable Community Detection via Parallel Correlation ClusteringCode0
Watset: Local-Global Graph Clustering with Applications in Sense and Frame InductionCode0
Unsupervised Network Embedding for Graph Visualization, Clustering and ClassificationCode0
Strongly local p-norm-cut algorithms for semi-supervised learning and local graph clusteringCode0
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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