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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 751–775 of 919 papers

Title	Date	Tasks	Status
Constrained fractional set programs and their application in local clustering and community detection	Jun 14, 2013	ClusteringCommunity Detection	CodeCode Available
Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community Detection	Jan 1, 2023	Community DetectionRepresentation Learning	CodeCode Available
vGraph: A Generative Model for Joint Community Detection and Node Representation Learning	Jun 18, 2019	Community DetectionRepresentation Learning	CodeCode Available
Bridging the Gap between Community and Node Representations: Graph Embedding via Community Detection	Dec 17, 2019	Community DetectionGraph Embedding	CodeCode Available
Modularity Based Community Detection in Hypergraphs	Jun 25, 2024	Bayesian OptimizationCommunity Detection	CodeCode Available
Community Detection in Weighted Multilayer Networks with Ambient Noise	Feb 24, 2021	Community DetectionVariational Inference	CodeCode Available
Hierarchical Stochastic Block Model for Community Detection in Multiplex Networks	Mar 30, 2019	Community DetectionStochastic Block Model	CodeCode Available
Strongly local p-norm-cut algorithms for semi-supervised learning and local graph clustering	Jun 15, 2020	ClusteringCommunity Detection	CodeCode Available
Modularity maximisation for graphons	Jan 2, 2021	Community DetectionOpen-Ended Question Answering	CodeCode Available
A Spectral Framework for Tracking Communities in Evolving Networks	Dec 10, 2024	Community DetectionDynamic Community Detection	CodeCode Available
Overlapping Community Detection using Dynamic Dilated Aggregation in Deep Residual GCN	Oct 20, 2022	Community DetectionDecoder	CodeCode Available
Community Detection in the Stochastic Block Model by Mixed Integer Programming	Jan 26, 2021	Community DetectionStochastic Block Model	CodeCode Available
Coupled Graphs and Tensor Factorization for Recommender Systems and Community Detection	Sep 22, 2018	Community DetectionImputation	CodeCode Available
Covariate Regularized Community Detection in Sparse Graphs	Jul 10, 2016	ClusteringCommunity Detection	CodeCode Available
Hippocluster: an efficient, hippocampus-inspired algorithm for graph clustering	May 19, 2022	ClusteringCommunity Detection	CodeCode Available
MPI-FAUN: An MPI-Based Framework for Alternating-Updating Nonnegative Matrix Factorization	Sep 28, 2016	Community Detection	CodeCode Available
How Low Can You Go? Searching for the Intrinsic Dimensionality of Complex Networks using Metric Node Embeddings	Mar 3, 2025	Community DetectionLink Prediction	CodeCode Available
Multi-Frequency Joint Community Detection and Phase Synchronization	Jun 16, 2022	Community DetectionStochastic Block Model	CodeCode Available
Overlapping Community Detection with Graph Neural Networks	Sep 26, 2019	Community DetectionGraph Neural Network	CodeCode Available
Simultaneous prediction and community detection for networks with application to neuroimaging	Feb 5, 2020	ClusteringCommunity Detection	CodeCode Available
Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection	Oct 22, 2018	Community DetectionDecoder	CodeCode Available
Single-cell Multi-view Clustering via Community Detection with Unknown Number of Clusters	Nov 28, 2023	ClusteringCommunity Detection	CodeCode Available
Hypergraph Artificial Benchmark for Community Detection (h-ABCD)	Oct 26, 2022	Community Detection	CodeCode Available
Community detection in sparse time-evolving graphs with a dynamical Bethe-Hessian	Jun 3, 2020	Community DetectionStochastic Block Model	CodeCode Available
Deep Network Embedding for Graph Representation Learning in Signed Networks	Jan 7, 2019	Community DetectionGraph Mining	CodeCode Available

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GNN	Accuracy-NE	2	—	Unverified
2	CommunityGAN	F1-score	0.09	—	Unverified
3	Ego-Splitting	F1-score	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EdMot	NMI	0.42	—	Unverified
2	CDNMF	NMI	0.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CDNMF	ACC	0.48	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CommunityGAN	F1-Score	0.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.69	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.65	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.68	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.85	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CDNMF	ACC	0.67	—	Unverified