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 151–175 of 919 papers

Title	Date	Tasks	Status	Score
Fast Maximum k-Plex Algorithms Parameterized by Small Degeneracy Gaps	Jun 23, 2023	Community DetectionGraph Mining	CodeCode Available	5
Detecting community structure using label propagation with weighted coherent neighborhood propinquity	Jul 15, 2013	Community Detection	CodeCode Available	5
Disentangling homophily, community structure and triadic closure in networks	Jan 7, 2021	Community DetectionGraph Reconstruction	CodeCode Available	5
Classic Graph Structural Features Outperform Factorization-Based Graph Embedding Methods on Community Labeling	Jan 20, 2022	Community DetectionGraph Embedding	CodeCode Available	5
Efficiently inferring community structure in bipartite networks	Mar 12, 2014	Community DetectionStochastic Block Model	CodeCode Available	5
Ego-splitting Framework: from Non-Overlapping to Overlapping Clusters	Aug 13, 2017	ClusteringCommunity Detection	CodeCode Available	5
Energy-based Self-attentive Learning of Abstractive Communities for Spoken Language Understanding	Apr 20, 2019	ClusteringCommunity Detection	CodeCode Available	5
Perspectives and constraints on neural network models of neurobiological processes	Jul 2, 2022	AnatomyCommunity Detection	CodeCode Available	5
A Neural Collapse Perspective on Feature Evolution in Graph Neural Networks	Jul 4, 2023	Community Detectionimage-classification	CodeCode Available	5
Choose A Table: Tensor Dirichlet Process Multinomial Mixture Model with Graphs for Passenger Trajectory Clustering	Oct 31, 2023	ClusteringCommunity Detection	CodeCode Available	5
Community and hyperedge inference in multiple hypergraphs	May 8, 2025	Community DetectionHyperedge Prediction	CodeCode Available	5
Advancing Community Detection with Graph Convolutional Neural Networks: Bridging Topological and Attributive Cohesion	May 15, 2025	AttributeCommunity Detection	CodeCode Available	5
Coupled Graphs and Tensor Factorization for Recommender Systems and Community Detection	Sep 22, 2018	Community DetectionImputation	CodeCode Available	5
Characterizing and comparing external measures for the assessment of cluster analysis and community detection	Feb 1, 2021	Community Detectiongraph partitioning	CodeCode Available	5
A Distributed Hybrid Community Detection Methodology for Social Networks	Aug 19, 2019	Community DetectionMarketing	CodeCode Available	5
Constrained fractional set programs and their application in local clustering and community detection	Jun 14, 2013	ClusteringCommunity Detection	CodeCode Available	5
Unsupervised Community Detection with Modularity-Based Attention Model	May 20, 2019	ClusteringCommunity Detection	CodeCode Available	5
CGC: Contrastive Graph Clustering for Community Detection and Tracking	Apr 5, 2022	ClusteringCommunity 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
Font Size: Community Preserving Network Embedding	Feb 10, 2017	Community DetectionNetwork Embedding	CodeCode Available	5
Genetic Analysis of Prostate Cancer with Computer Science Methods	Mar 28, 2023	Community DetectionTumour Classification	CodeCode Available	5
Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community Detection	Jan 1, 2023	Community DetectionRepresentation Learning	CodeCode Available	5
Community detection with spiking neural networks for neuromorphic hardware	Nov 20, 2017	Community Detection	CodeCode Available	5
Graph-Based Floor Separation Using Node Embeddings and Clustering of WiFi Trajectories	May 12, 2025	Community Detection	CodeCode Available	5
CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters	May 22, 2017	Community DetectionDeep Learning	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