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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 791–800 of 919 papers

Title	Date	Tasks	Status	Hype
Agglomerative Likelihood Clustering	Aug 2, 2019	ClusteringCommunity Detection	CodeCode Available	0
The Hyperspherical Geometry of Community Detection: Modularity as a Distance	Jul 6, 2021	ClusteringCommunity Detection	CodeCode Available	0
Improving Coarsening Schemes for Hypergraph Partitioning by Exploiting Community Structure	Jan 1, 2017	Community Detectiongraph partitioning	CodeCode Available	0
PercoMCV: A hybrid approach of community detection in social networks	May 21, 2019	Community Detection	CodeCode Available	0
Perfect Spectral Clustering with Discrete Covariates	May 17, 2022	ClusteringCommunity Detection	CodeCode Available	0
Sparse random hypergraphs: Non-backtracking spectra and community detection	Mar 14, 2022	Community DetectionDimensionality Reduction	CodeCode Available	0
Robust Markov stability for community detection at a scale learned based on the structure	Apr 15, 2025	Community Detection	CodeCode Available	0
Bayesian community detection for networks with covariates	Mar 4, 2022	Community DetectionStochastic Block Model	CodeCode Available	0
Robustness modularity in complex networks	Oct 5, 2021	Community Detection	CodeCode Available	0
Sparsity-aware Robust Community Detection(SPARCODE)	Nov 18, 2020	Community Detection	CodeCode Available	0

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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