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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 751–760 of 919 papers

Title	Date	Tasks	Status	Hype
Constrained fractional set programs and their application in local clustering and community detection	Jun 14, 2013	ClusteringCommunity Detection	CodeCode Available	0
Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community Detection	Jan 1, 2023	Community DetectionRepresentation Learning	CodeCode Available	0
vGraph: A Generative Model for Joint Community Detection and Node Representation Learning	Jun 18, 2019	Community DetectionRepresentation Learning	CodeCode Available	0
Bridging the Gap between Community and Node Representations: Graph Embedding via Community Detection	Dec 17, 2019	Community DetectionGraph Embedding	CodeCode Available	0
Modularity Based Community Detection in Hypergraphs	Jun 25, 2024	Bayesian OptimizationCommunity Detection	CodeCode Available	0
Community Detection in Weighted Multilayer Networks with Ambient Noise	Feb 24, 2021	Community DetectionVariational Inference	CodeCode Available	0
Hierarchical Stochastic Block Model for Community Detection in Multiplex Networks	Mar 30, 2019	Community DetectionStochastic Block Model	CodeCode Available	0
Strongly local p-norm-cut algorithms for semi-supervised learning and local graph clustering	Jun 15, 2020	ClusteringCommunity Detection	CodeCode Available	0
Modularity maximisation for graphons	Jan 2, 2021	Community DetectionOpen-Ended Question Answering	CodeCode Available	0
A Spectral Framework for Tracking Communities in Evolving Networks	Dec 10, 2024	Community DetectionDynamic Community Detection	CodeCode Available	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