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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 691–700 of 919 papers

Title	Date	Tasks	Status	Hype
Neural-prior stochastic block model	Mar 17, 2023	Community DetectionGraph Clustering	—Unverified	0
Neural Stochastic Block Model & Scalable Community-Based Graph Learning	May 16, 2020	Community DetectionGraph Attention	—Unverified	0
New Recipe for Semi-supervised Community Detection: Clique Annealing under Crystallization Kinetics	Apr 22, 2025	Community Detection	—Unverified	0
Next Waves in Veridical Network Embedding	Jul 10, 2020	Community DetectionLink Prediction	—Unverified	0
NISQ-ready community detection based on separation-node identification	Dec 30, 2022	Community DetectionSociology	—Unverified	0
Node Centrality Approximation For Large Networks Based On Inductive Graph Neural Networks	Mar 8, 2024	Community DetectionDecoder	—Unverified	0
Nonbacktracking Bounds on the Influence in Independent Cascade Models	May 24, 2017	Community Detection	—Unverified	0
Non-Backtracking Spectrum of Degree-Corrected Stochastic Block Models	Sep 8, 2016	ClusteringCommunity Detection	—Unverified	0
Non-backtracking walks reveal compartments in sparse chromatin interaction networks	Mar 22, 2020	Community DetectionStochastic Block Model	—Unverified	0
Non-Convex Joint Community Detection and Group Synchronization via Generalized Power Method	Dec 28, 2021	Community DetectionStochastic Block Model	—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