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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 451–460 of 919 papers

Title	Date	Tasks	Status	Hype
Data clustering with edge domination in complex networks	May 16, 2017	ClusteringCommunity Detection	—Unverified	0
Data-driven Clustering in Ad-hoc Networks based on Community Detection	Aug 2, 2021	ClusteringCommunity Detection	—Unverified	0
Data-driven Influence Based Clustering of Dynamical Systems	Apr 5, 2022	AstronomyClustering	—Unverified	0
DCC: A Cascade based Approach to Detect Communities in Social Networks	Dec 21, 2022	Community Detection	—Unverified	0
Deep Amortized Relational Model with Group-Wise Hierarchical Generative Process	Jun 28, 2022	Community DetectionLink Prediction	—Unverified	0
Deep Clustering via Community Detection	Jan 3, 2025	ClusteringCommunity Detection	—Unverified	0
Deep Graph Clustering via Mutual Information Maximization and Mixture Model	May 10, 2022	ClusteringCommunity Detection	—Unverified	0
Descriptive vs. inferential community detection in networks: pitfalls, myths, and half-truths	Nov 30, 2021	Community DetectionDescriptive	—Unverified	0
Community Structure Recovery and Interaction Probability Estimation for Gossip Opinion Dynamics	Feb 19, 2021	Community Detection	—Unverified	0
Detecting Communities in Complex Networks using an Adaptive Genetic Algorithm and node similarity-based encoding	Jan 24, 2022	Community Detection	—Unverified	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