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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 61–70 of 919 papers

Title	Date	Tasks	Status	Hype
Analysis of Persian News Agencies on Instagram, A Words Co-occurrence Graph-based Approach	Feb 19, 2024	Community DetectionData Summarization	—Unverified	0
Analyzing Modularity Maximization in Approximation, Heuristic, and Graph Neural Network Algorithms for Community Detection	Oct 17, 2023	Community DetectionGraph Neural Network	—Unverified	0
Heterogeneous-Temporal Graph Convolutional Networks: Make the Community Detection Much Better	Sep 23, 2019	Community Detection	—Unverified	0
Topological Data Analysis of Task-Based fMRI Data from Experiments on Schizophrenia	Sep 22, 2018	ClusteringCommunity Detection	—Unverified	0
An adaptive hybrid algorithm for social networks to choose groups with independent members	Oct 4, 2019	Community Detection	—Unverified	0
A multilevel clustering technique for community detection	Jan 16, 2021	ClusteringCommunity Detection	—Unverified	0
Active learning in the geometric block model	Nov 15, 2019	Active LearningCommunity Detection	—Unverified	0
A Map Equation with Metadata: Varying the Role of Attributes in Community Detection	Oct 24, 2018	Community Detection	—Unverified	0
A Local Perspective-based Model for Overlapping Community Detection	Mar 27, 2025	Community Detection	—Unverified	0
Active Learning for Community Detection in Stochastic Block Models	May 8, 2016	Active LearningBenchmarking	—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