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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 411–420 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Community Detection by ELPMeans: An Unsupervised Approach That Uses Laplacian Centrality and Clustering	Feb 27, 2025	Community Detection	—Unverified	0	0
A Quorum Sensing Inspired Algorithm for Dynamic Clustering	Mar 16, 2013	ClusteringCommunity Detection	—Unverified	0	0
Graphfool: Targeted Label Adversarial Attack on Graph Embedding	Feb 24, 2021	Adversarial AttackClassification	—Unverified	0	0
Graph Generators: State of the Art and Open Challenges	Jan 22, 2020	Community DetectionGraph Generation	—Unverified	0	0
A General Framework for Complex Network-Based Image Segmentation	Jul 4, 2019	Community DetectionImage Segmentation	—Unverified	0	0
A Comprehensive Review of Community Detection in Graphs	Sep 21, 2023	Community DetectionSociology	—Unverified	0	0
A Unified Framework for Exploratory Learning-Aided Community Detection Under Topological Uncertainty	Apr 10, 2023	Community DetectionComputational Efficiency	—Unverified	0	0
Inferring Communities of Interest in Collaborative Learning-based Recommender Systems	Jun 15, 2023	Community DetectionFederated Learning	—Unverified	0	0
EXIT Analysis for Community Detection	Jan 8, 2019	Community Detection	—Unverified	0	0
Exact Recovery of Community Detection in k-Community Gaussian Mixture Model	Aug 29, 2020	Community 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