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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 651–660 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Using the Omega Index for Evaluating Abstractive Community Detection	Jun 1, 2012	Abstractive Text SummarizationCommunity Detection	—Unverified	0	0
Variational Inference: Posterior Threshold Improves Network Clustering Accuracy in Sparse Regimes	Jan 12, 2023	ClusteringCommunity Detection	—Unverified	0	0
VECoDeR - Variational Embeddings for Community Detection and Node Representation	Jan 1, 2021	Community DetectionNode Classification	—Unverified	0	0
Village-Net Clustering: A Rapid approach to Non-linear Unsupervised Clustering of High-Dimensional Data	Jan 16, 2025	BenchmarkingClustering	—Unverified	0	0
Visual Machine Learning: Insight through Eigenvectors, Chladni patterns and community detection in 2D particulate structures	Jan 2, 2020	BIG-bench Machine LearningCommunity Detection	—Unverified	0	0
Weighted Community Detection and Data Clustering Using Message Passing	Jan 30, 2018	Bayesian InferenceClustering	—Unverified	0	0
Weighted Message Passing and Minimum Energy Flow for Heterogeneous Stochastic Block Models with Side Information	Sep 12, 2017	Community Detection	—Unverified	0	0
Weighted Spectral Cluster Ensemble	Apr 25, 2016	ClusteringCommunity Detection	—Unverified	0	0
When Does Bottom-up Beat Top-down in Hierarchical Community Detection?	Jun 1, 2023	ClusteringCommunity Detection	—Unverified	0	0
Why the Rich Get Richer? On the Balancedness of Random Partition Models	Jan 30, 2022	Community DetectionEntity Resolution	—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