SOTAVerified

Community Detection

Community Detection is one of the fundamental problems in network analysis, where the goal is to find groups of nodes that are, in some sense, more similar to each other than to the other nodes.

Source: Randomized Spectral Clustering in Large-Scale Stochastic Block Models

Papers

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Showing 801–850 of 919 papers

TitleStatusHype
Robustness of graph embedding methods for community detectionCode0
Community detection in networks: A user guideCode0
A Deep Latent Space Model for Graph Representation LearningCode0
Reliable Time Prediction in the Markov Stochastic Block ModelCode0
Phylogenetic reconstruction of the cultural evolution of electronic music via dynamic community detection (1975-1999)Code0
ABCDE: Approximating Betweenness-Centrality ranking with progressive-DropEdgeCode0
A Neural Collapse Perspective on Feature Evolution in Graph Neural NetworksCode0
p-Norm Flow Diffusion for Local Graph ClusteringCode0
The interplay between ranking and communities in networksCode0
Popularity Adjusted Block Models are Generalized Random Dot Product GraphsCode0
Informative core identification in complex networksCode0
Integrating Network Embedding and Community Outlier Detection via Multiclass Graph DescriptionCode0
Position-aware Graph Neural NetworksCode0
Effective Hierarchical Information Threading Using Network Community DetectionCode0
Neural-Brane: Neural Bayesian Personalized Ranking for Attributed Network EmbeddingCode0
Efficient discovery of overlapping communities in massive networksCode0
A unified framework for spectral clustering in sparse graphsCode0
Efficiently inferring community structure in bipartite networksCode0
Scalable Community Detection via Parallel Correlation ClusteringCode0
Subspace Clustering Based Analysis of Neural NetworksCode0
Ego-splitting Framework: from Non-Overlapping to Overlapping ClustersCode0
Embedding-based Silhouette Community DetectionCode0
Energy-based Self-attentive Learning of Abstractive Communities for Spoken Language UnderstandingCode0
Enhance Ambiguous Community Structure via Multi-strategy Community Related Link Prediction Method with Evolutionary ProcessCode0
An Unsupervised Approach to Discover Media FramesCode0
Investigating Annotator Bias with a Graph-Based ApproachCode0
Spectral clustering on spherical coordinates under the degree-corrected stochastic blockmodelCode0
Ensemble Clustering for Graphs: Comparisons and ApplicationsCode0
Superpixels algorithms through network community detectionCode0
Is Performance of Scholars Correlated to Their Research Collaboration Patterns?Code0
Supervised Community Detection with Line Graph Neural NetworksCode0
Joint Community Detection and Rotational Synchronization via Semidefinite ProgrammingCode0
Surfacing contextual hate speech words within social mediaCode0
Node Embedding with Adaptive Similarities for Scalable Learning over GraphsCode0
Estimation of Low-Rank Matrices via Approximate Message PassingCode0
Attributed Graph Clustering via Adaptive Graph ConvolutionCode0
Spectral goodness-of-fit tests for complete and partial network dataCode0
Fast Maximum k-Plex Algorithms Parameterized by Small Degeneracy GapsCode0
Community detection in graphsCode0
Evaluating Overfit and Underfit in Models of Network Community StructureCode0
Properties and Performance of the ABCDe Random Graph Model with Community StructureCode0
Non-Convex Exact Community Recovery in Stochastic Block ModelCode0
The Map Equation Goes Neural: Mapping Network Flows with Graph Neural NetworksCode0
Advancing Community Detection with Graph Convolutional Neural Networks: Bridging Topological and Attributive CohesionCode0
Normalized mutual information is a biased measure for classification and community detectionCode0
A Distributed Hybrid Community Detection Methodology for Social NetworksCode0
Semantic flow in language networksCode0
A Survey on Machine Learning Solutions for Graph Pattern ExtractionCode0
On clustering network-valued dataCode0
Community and hyperedge inference in multiple hypergraphsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GNNAccuracy-NE2—Unverified
2CommunityGANF1-score0.09—Unverified
3Ego-SplittingF1-score0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1EdMotNMI0.42—Unverified
2CDNMFNMI0.4—Unverified
#ModelMetricClaimedVerifiedStatus
1CDNMFACC0.48—Unverified
#ModelMetricClaimedVerifiedStatus
1CommunityGANF1-Score0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.56—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.69—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.65—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.68—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.71—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.86—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.85—Unverified
#ModelMetricClaimedVerifiedStatus
1CDNMFACC0.67—Unverified