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 876–900 of 919 papers

Title	Date	Tasks	Status
Listing Maximal k-Plexes in Large Real-World Graphs	Feb 17, 2022	AllCommunity Detection	CodeCode Available
Two-way Node Popularity Model for Directed and Bipartite Networks	Dec 11, 2024	Community DetectionComputational Efficiency	CodeCode Available
Classic Graph Structural Features Outperform Factorization-Based Graph Embedding Methods on Community Labeling	Jan 20, 2022	Community DetectionGraph Embedding	CodeCode Available
Local Hyper-Flow Diffusion	Feb 16, 2021	ClusteringCommunity Detection	CodeCode Available
ALOHA: Artificial Learning of Human Attributes for Dialogue Agents	Oct 18, 2019	Community DetectionLanguage Modelling	CodeCode Available
Font Size: Community Preserving Network Embedding	Feb 10, 2017	Community DetectionNetwork Embedding	CodeCode Available
Network Collaborator: Knowledge Transfer Between Network Reconstruction and Community Detection	Jan 4, 2022	Community DetectionTransfer Learning	CodeCode Available
Learning to Collaborate Over Graphs: A Selective Federated Multi-Task Learning Approach	Jun 11, 2025	Community DetectionFairness	CodeCode Available
Statement networks: a power structure narrative as depicted by newspapers	Dec 10, 2018	ArticlesCommunity Detection	CodeCode Available
VEC-SBM: Optimal Community Detection with Vectorial Edges Covariates	Feb 29, 2024	Community DetectionStochastic Block Model	CodeCode Available
Analysis of ResearchGate, A Community Detection Approach	Mar 12, 2020	Community DetectionNavigate	CodeCode Available
Longitudinal Modularity, a Modularity for Link Streams	Aug 29, 2024	Community Detection	CodeCode Available
Choose A Table: Tensor Dirichlet Process Multinomial Mixture Model with Graphs for Passenger Trajectory Clustering	Oct 31, 2023	ClusteringCommunity Detection	CodeCode Available
A Structural-Clustering Based Active Learning for Graph Neural Networks	Dec 7, 2023	Active LearningClustering	CodeCode Available
Assortative-Constrained Stochastic Block Models	Apr 21, 2020	Community DetectionStochastic Block Model	CodeCode Available
Density-based Community Detection/Optimization	Apr 7, 2019	Community Detection	CodeCode Available
LSCPM: communities in massive real-world Link Streams by Clique Percolation Method	Aug 21, 2023	Community Detection	CodeCode Available
Machine-Learning Based Objective Function Selection for Community Detection	Mar 25, 2022	BIG-bench Machine LearningCommunity Detection	CodeCode Available
Fundamental limits for rank-one matrix estimation with groupwise heteroskedasticity	Jun 22, 2021	ClusteringCommunity Detection	CodeCode Available
Generative models for local network community detection	Apr 12, 2018	Community DetectionLocal Community Detection	CodeCode Available
Genetic Analysis of Prostate Cancer with Computer Science Methods	Mar 28, 2023	Community DetectionTumour Classification	CodeCode Available
Characterizing and comparing external measures for the assessment of cluster analysis and community detection	Feb 1, 2021	Community Detectiongraph partitioning	CodeCode Available
Unsupervised Co-Learning on G-Manifolds Across Irreducible Representations	Dec 1, 2019	ClusteringCommunity Detection	CodeCode Available
Sentiment-Driven Community Detection in a Network of Perfume Preferences	Oct 24, 2024	Community DetectionGraph Clustering	CodeCode Available
Gossip and Attend: Context-Sensitive Graph Representation Learning	Mar 30, 2020	ClusteringCommunity Detection	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