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 401–450 of 919 papers

TitleStatusHype
A Survey of Community Detection Approaches: From Statistical Modeling to Deep Learning—0
Modularity maximisation for graphonsCode0
Estimation of Number of Communities in Assortative Sparse Networks—0
VECoDeR - Variational Embeddings for Community Detection and Node Representation—0
Semi-Supervised Node Classification on Graphs: Markov Random Fields vs. Graph Neural Networks—0
Estimating Mixed-Memberships Using the Symmetric Laplacian Inverse Matrix—0
Understanding graph embedding methods and their applications—0
Spectral clustering via adaptive layer aggregation for multi-layer networks—0
Mixed-SCORE+ for mixed membership community detection—0
Ising-Based Louvain Method: Clustering Large Graphs with Specialized Hardware—0
Community detection using fast low-cardinality semidefinite programmingCode1
Unsupervised Adversarially-Robust Representation Learning on Graphs—0
Global and Individualized Community Detection in Inhomogeneous Multilayer Networks—0
Unsupervised Constrained Community Detection via Self-Expressive Graph Neural NetworkCode1
Mixed Membership Graph Clustering via Systematic Edge QueryCode0
Consistency of regularized spectral clustering in degree-corrected mixed membership model—0
Statistical and computational thresholds for the planted k-densest sub-hypergraph problem—0
Sparsity-aware Robust Community Detection(SPARCODE)Code0
Contextual Stochastic Block Model: Sharp Thresholds and Contiguity—0
Community detection in network neuroscience—0
An improved spectral clustering method for community detection under the degree-corrected stochastic blockmodel—0
Spectral clustering on spherical coordinates under the degree-corrected stochastic blockmodelCode0
Robustness of Community Detection to Random Geometric Perturbations—0
Community Detection by Principal Components Clustering Methods—0
Dual regularized Laplacian spectral clustering methods on community detection—0
Phylogenetic reconstruction of the cultural evolution of electronic music via dynamic community detection (1975-1999)Code0
Dynamic Community Detection into Analyzing of Wildfires Events—0
Investigating Annotator Bias with a Graph-Based ApproachCode0
Measuring the Similarity of Grammatical Gender Systems by Comparing Partitions—0
Fast Network Community Detection with Profile-Pseudo Likelihood MethodsCode0
Amortized Probabilistic Detection of Communities in GraphsCode1
On Graph Neural Networks versus Graph-Augmented MLPsCode0
Joint Inference of Diffusion and Structure in Partially Observed Social Networks Using Coupled Matrix FactorizationCode1
Linear-Sample Learning of Low-Rank Distributions—0
A Coevolutionary Variable Neighborhood Search Algorithm for Discrete Multitasking (CoVNS): Application to Community Detection over Graphs—0
Community detection, pattern recognition, and hypergraph-based learning: approaches using metric geometry and persistent homologyCode1
Sketch-based community detection in evolving networks—0
Overlapping community detection in networks via sparse spectral decompositionCode0
Hierarchical community structure in networksCode0
On the use of local structural properties for improving the efficiency of hierarchical community detection methods—0
Community detection in networks using graph embeddings—0
Hierarchical Message-Passing Graph Neural NetworksCode1
Efficient Personalized Community Detection via Genetic Evolution—0
Detecting User Community in Sparse Domain via Cross-Graph Pairwise Learning—0
Online Estimation and Community Detection of Network Point Processes for Event StreamsCode0
Exact Recovery of Community Detection in k-Community Gaussian Mixture Model—0
Community-Aware Graph Signal Processing—0
MultiVERSE: a multiplex and multiplex-heterogeneous network embedding approachCode1
TopicBERT: A Transformer transfer learning based memory-graph approach for multimodal streaming social media topic detection—0
Improving Smart Conference Participation through Socially-Aware Recommendation—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