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 176–200 of 919 papers

Title	Date	Tasks	Status	Score
HACD: Harnessing Attribute Semantics and Mesoscopic Structure for Community Detection	Nov 4, 2024	Anomaly DetectionAttribute	CodeCode Available	5
Hide and Seek: Outwitting Community Detection Algorithms	Feb 22, 2021	Community Detection	CodeCode Available	5
Hierarchical Bayesian inference for community detection and connectivity of functional brain networks	Jan 18, 2023	Bayesian InferenceCommunity Detection	CodeCode Available	5
CHIP: A Hawkes Process Model for Continuous-time Networks with Scalable and Consistent Estimation	Aug 19, 2019	ClusteringCommunity Detection	CodeCode Available	5
CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters	May 22, 2017	Community DetectionDeep Learning	CodeCode Available	5
Artificial Benchmark for Community Detection with Outliers (ABCD+o)	Jan 13, 2023	Community Detection	CodeCode Available	5
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	5
Constrained fractional set programs and their application in local clustering and community detection	Jun 14, 2013	ClusteringCommunity Detection	CodeCode Available	5
CommunityGAN: Community Detection with Generative Adversarial Nets	Jan 20, 2019	ClusteringCommunity Detection	CodeCode Available	5
CANE: Context-Aware Network Embedding for Relation Modeling	Jul 1, 2017	Community DetectionLink Prediction	CodeCode Available	5
Structure and inference in hypergraphs with node attributes	Nov 7, 2023	Community DetectionHyperedge Prediction	CodeCode Available	5
Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community Detection	Jan 1, 2023	Community DetectionRepresentation Learning	CodeCode Available	5
Reliable Time Prediction in the Markov Stochastic Block Model	Apr 9, 2020	ClusteringCollaborative Filtering	CodeCode Available	5
Covariate Regularized Community Detection in Sparse Graphs	Jul 10, 2016	ClusteringCommunity Detection	CodeCode Available	5
Community detection in graphs	Jun 3, 2009	ClusteringCommunity Detection	CodeCode Available	5
Bridging the Gap between Community and Node Representations: Graph Embedding via Community Detection	Dec 17, 2019	Community DetectionGraph Embedding	CodeCode Available	5
Learning dynamic representations of the functional connectome in neurobiological networks	Feb 21, 2024	Community Detection	CodeCode Available	5
Density-based Community Detection/Optimization	Apr 7, 2019	Community Detection	CodeCode Available	5
Learning Persistent Community Structures in Dynamic Networks via Topological Data Analysis	Jan 6, 2024	ClusteringCommunity Detection	CodeCode Available	5
A Spectral Method for Joint Community Detection and Orthogonal Group Synchronization	Dec 25, 2021	Community Detection	CodeCode Available	5
A Hierarchical Block Distance Model for Ultra Low-Dimensional Graph Representations	Apr 12, 2022	Community DetectionGraph Representation Learning	CodeCode Available	5
Assortative-Constrained Stochastic Block Models	Apr 21, 2020	Community DetectionStochastic Block Model	CodeCode Available	5
Community detection in networks: A user guide	Jul 30, 2016	Community DetectionMisconceptions	CodeCode Available	5
Community detection using diffusion information	Jan 23, 2018	Community Detection	CodeCode Available	5
A Deep Latent Space Model for Graph Representation Learning	Jun 22, 2021	Community DetectionDecoder	CodeCode Available	5

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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