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
A Spectral Analysis of Graph Neural Networks on Dense and Sparse Graphs	Nov 6, 2022	Community DetectionNode Classification	CodeCode Available	5
Guided Machine Learning for power grid segmentation	Nov 13, 2017	BIG-bench Machine LearningCommunity Detection	CodeCode Available	5
HACD: Harnessing Attribute Semantics and Mesoscopic Structure for Community Detection	Nov 4, 2024	Anomaly DetectionAttribute	CodeCode Available	5
A Distributed Hybrid Community Detection Methodology for Social Networks	Aug 19, 2019	Community DetectionMarketing	CodeCode Available	5
Hierarchical Bayesian inference for community detection and connectivity of functional brain networks	Jan 18, 2023	Bayesian InferenceCommunity Detection	CodeCode Available	5
CGC: Contrastive Graph Clustering for Community Detection and Tracking	Apr 5, 2022	ClusteringCommunity Detection	CodeCode Available	5
Hierarchical community structure in networks	Sep 15, 2020	Community DetectionStochastic Block Model	CodeCode Available	5
Agglomerative Likelihood Clustering	Aug 2, 2019	ClusteringCommunity Detection	CodeCode Available	5
Coupled Graphs and Tensor Factorization for Recommender Systems and Community Detection	Sep 22, 2018	Community DetectionImputation	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
Hypergraph Artificial Benchmark for Community Detection (h-ABCD)	Oct 26, 2022	Community Detection	CodeCode Available	5
CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters	May 22, 2017	Community DetectionDeep Learning	CodeCode Available	5
Constrained fractional set programs and their application in local clustering and community detection	Jun 14, 2013	ClusteringCommunity Detection	CodeCode Available	5
Identifying Hubs Through Influential Nodes in Transportation Network by Using a Gravity Centrality Approach	Jun 10, 2025	Community Detection	CodeCode Available	5
Community detection in graphs	Jun 3, 2009	ClusteringCommunity Detection	CodeCode Available	5
CommunityGAN: Community Detection with Generative Adversarial Nets	Jan 20, 2019	ClusteringCommunity Detection	CodeCode Available	5
Investigating Annotator Bias with a Graph-Based Approach	Nov 1, 2020	BIG-bench Machine LearningCommunity Detection	CodeCode Available	5
CANE: Context-Aware Network Embedding for Relation Modeling	Jul 1, 2017	Community DetectionLink Prediction	CodeCode Available	5
Joint Community Detection and Rotational Synchronization via Semidefinite Programming	May 13, 2021	Community DetectionStochastic Block Model	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
Learning to Identify High Betweenness Centrality Nodes from Scratch: A Novel Graph Neural Network Approach	May 24, 2019	Community DetectionDecoder	CodeCode Available	5
Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community Detection	Jan 1, 2023	Community DetectionRepresentation Learning	CodeCode Available	5

Show:10 25 50

← PrevPage 8 of 37Next →

All datasets Amazon Cora Citeseer DBLP Facebook Artists Facebook Athletes Facebook Celebrities Facebook Companies Facebook Government Facebook Media Facebook Politicians Facebook TV Show

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