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 226–250 of 919 papers

TitleStatusHype
Community Detection via Measure Space Embedding—0
Community Detection with a Subsampled Semidefinite Program—0
Automatic Segmentation of Fluorescence Lifetime Microscopy Images of Cells Using Multi-Resolution Community Detection—0
Community Detection with Heterogeneous Block Covariance Model—0
Community Detection with Known, Unknown, or Partially Known Auxiliary Latent Variables—0
Community Detection with Node Attributes and its Generalization—0
A web-based tool to Analyze Semantic Similarity Networks—0
Community detection with the Bethe-Hessian—0
Axioms for graph clustering quality functions—0
Evading Community Detection via Counterfactual Neighborhood Search—0
Community models for networks observed through edge nominations—0
Community Recovery in the Geometric Block Model—0
Community structure: A comparative evaluation of community detection methods—0
Comparative Analysis of Community Detection Algorithms on the SNAP Social Circles Dataset—0
Complex networks based word embeddings—0
Computational Lower Bounds for Community Detection on Random Graphs—0
Computational Lower Bounds for Graphon Estimation via Low-degree Polynomials—0
Clustering and Community Detection with Imbalanced Clusters—0
Connected Subgraph Detection with Mirror Descent on SDPs—0
Connectivity in Random Annulus Graphs and the Geometric Block Model—0
Consistency of Lloyd's Algorithm Under Perturbations—0
Exact Recovery of Community Structures Using DeepWalk and Node2vec—0
Community detection for weighted bipartite networks—0
Analysis of spectral clustering algorithms for community detection: the general bipartite setting—0
A new measure of modularity density for community detection—0
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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