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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 21–30 of 919 papers

Title	Date	Tasks	Status	Hype
Mapping Hymns and Organizing Concepts in the Rigveda: Quantitatively Connecting the Vedic Suktas	Mar 23, 2025	Community DetectionDimensionality Reduction	—Unverified	0
Communities in the Kuramoto Model: Dynamics and Detection via Path Signatures	Mar 21, 2025	Community DetectionStochastic Block Model	CodeCode Available	0
Unifying Structural Proximity and Equivalence for Enhanced Dynamic Network Embedding	Mar 14, 2025	Community DetectionNetwork Embedding	—Unverified	0
Revisiting FastMap: New Applications	Mar 14, 2025	Community Detection	—Unverified	0
How Low Can You Go? Searching for the Intrinsic Dimensionality of Complex Networks using Metric Node Embeddings	Mar 3, 2025	Community DetectionLink Prediction	CodeCode Available	0
Community Detection by ELPMeans: An Unsupervised Approach That Uses Laplacian Centrality and Clustering	Feb 27, 2025	Community Detection	—Unverified	0
The Robustness of Structural Features in Species Interaction Networks	Feb 24, 2025	Community Detection	—Unverified	0
Fitting networks with a cancellation trick	Feb 23, 2025	Community Detectionparameter estimation	—Unverified	0
Human-Centric Community Detection in Hybrid Metaverse Networks with Integrated AI Entities	Feb 15, 2025	Community DetectionGraph Neural Network	—Unverified	0
Unified Graph Networks (UGN): A Deep Neural Framework for Solving Graph Problems	Feb 11, 2025	Community DetectionGraph Learning	—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