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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 721–730 of 919 papers

Title	Date	Tasks	Status	Hype	Score
A new correlation clustering method for cancer mutation analysis	Jan 25, 2016	ClusteringCommunity Detection	—Unverified	0	0
A new measure of modularity density for community detection	Aug 22, 2019	Community Detection	—Unverified	0	0
A new method for quantifying network cyclic structure to improve community detection	Oct 2, 2019	Community Detection	—Unverified	0	0
An improved spectral clustering method for community detection under the degree-corrected stochastic blockmodel	Nov 12, 2020	ClusteringCommunity Detection	—Unverified	0	0
An Interpretable Graph-based Mapping of Trustworthy Machine Learning Research	May 13, 2021	BIG-bench Machine LearningCommunity Detection	—Unverified	0	0
Exact Representation of Sparse Networks with Symmetric Nonnegative Embeddings	Nov 4, 2021	Community DetectionLink Prediction	—Unverified	0	0
A Noise-Resilient Semi-Supervised Graph Autoencoder for Overlapping Semantic Community Detection	May 9, 2025	AttributeCommunity Detection	—Unverified	0	0
A Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality	Mar 24, 2017	ClusteringCommunity Detection	—Unverified	0	0
A Non-negative Symmetric Encoder-Decoder Approach for Community Detection	Dec 24, 2019	ClusteringCommunity Detection	—Unverified	0	0
Community Detection in Networks: A Rough Sets and Consensus Clustering Approach	Jun 18, 2024	ClusteringCommunity Detection	—Unverified	0	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