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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 376–400 of 919 papers

TitleStatusHype
Recurrent Graph Neural Network Algorithm for Unsupervised Network Community DetectionCode0
Graph Community Detection from Coarse Measurements: Recovery Conditions for the Coarsened Weighted Stochastic Block ModelCode0
GraphBreak: Tool for Network Community based Regulatory Medicine, Gene co-expression, Linkage Disequilibrium analysis, functional annotation and more—0
Community Detection in Weighted Multilayer Networks with Ambient NoiseCode0
Graphfool: Targeted Label Adversarial Attack on Graph Embedding—0
Hide and Seek: Outwitting Community Detection AlgorithmsCode0
Community Structure Recovery and Interaction Probability Estimation for Gossip Opinion Dynamics—0
A Thorough View of Exact Inference in Graphs from the Degree-4 Sum-of-Squares Hierarchy—0
Evaluating Node Embeddings of Complex NetworksCode1
Local Hyper-Flow DiffusionCode0
Community Detection: Exact Recovery in Weighted Graphs—0
Overcoming Bias in Community Detection Evaluation—0
Community Detection with a Subsampled Semidefinite Program—0
Characterizing and comparing external measures for the assessment of cluster analysis and community detectionCode0
Information Theoretic Limits of Exact Recovery in Sub-hypergraph Models for Community Detection—0
Community Detection in the Stochastic Block Model by Mixed Integer ProgrammingCode0
Generative hypergraph clustering: from blockmodels to modularityCode1
Synwalk -- Community Detection via Random Walk ModellingCode0
Exact Recovery of Community Structures Using DeepWalk and Node2vec—0
A multilevel clustering technique for community detection—0
Informative core identification in complex networksCode0
Overlapping Community Detection in Temporal Text Networks—0
Variational Embeddings for Community Detection and Node RepresentationCode0
Disentangling homophily, community structure and triadic closure in networks—0
Zombie Account Detection Based on Community Detection and Uneven Assignation PageRank—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