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 176–200 of 919 papers

TitleStatusHype
Survey of Federated Learning Models for Spatial-Temporal Mobility Applications—0
Zoo Guide to Network Embedding—0
Optimal and exact recovery on general non-uniform Hypergraph Stochastic Block Model—0
Community Detection Using Revised Medoid-Shift Based on KNN—0
Graph2topic: an opensource topic modeling framework based on sentence embedding and community detection—0
A Unified Framework for Exploratory Learning-Aided Community Detection Under Topological Uncertainty—0
Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Dataset Augmented by ChatGPTCode2
Genetic Analysis of Prostate Cancer with Computer Science MethodsCode0
Community detection in complex networks via node similarity, graph representation learning, and hierarchical clustering—0
Effective Hierarchical Information Threading Using Network Community DetectionCode0
Neural-prior stochastic block model—0
A pseudo-likelihood approach to community detection in weighted networks—0
Heuristic Modularity Maximization Algorithms for Community Detection Rarely Return an Optimal Partition or Anything Similar—0
Modularity-based approach for tracking communities in dynamic social networks—0
A Constraints Fusion-induced Symmetric Nonnegative Matrix Factorization Approach for Community Detection—0
PubGraph: A Large-Scale Scientific Knowledge Graph—0
ContCommRTD: A Distributed Content-based Misinformation-aware Community Detection System for Real-Time Disaster Reporting—0
Down the Rabbit Hole: Detecting Online Extremism, Radicalisation, and Politicised Hate Speech—0
Graph Encoder Ensemble for Simultaneous Vertex Embedding and Community DetectionCode1
Hierarchical Bayesian inference for community detection and connectivity of functional brain networksCode0
Temporal Dynamics of Coordinated Online Behavior: Stability, Archetypes, and Influence—0
Artificial Benchmark for Community Detection with Outliers (ABCD+o)Code0
Variational Inference: Posterior Threshold Improves Network Clustering Accuracy in Sparse Regimes—0
Community Detection with Known, Unknown, or Partially Known Auxiliary Latent Variables—0
Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community DetectionCode0
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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