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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 171–180 of 919 papers

Title	Date	Tasks	Status	Hype
Fair Information Spread on Social Networks with Community Structure	May 15, 2023	Community DetectionMarketing	—Unverified	0
A data-driven rutting depth short-time prediction model with metaheuristic optimization for asphalt pavements based on RIOHTrack	May 11, 2023	Community DetectionMetaheuristic Optimization	—Unverified	0
Semantic Random Walk for Graph Representation Learning in Attributed Graphs	May 11, 2023	AttributeCommunity Detection	—Unverified	0
Matrix tri-factorization over the tropical semiring	May 11, 2023	Community DetectionMatrix Completion	CodeCode Available	0
Uncertainty in GNN Learning Evaluations: The Importance of a Consistent Benchmark for Community Detection	May 10, 2023	BenchmarkingCommunity Detection	—Unverified	0
Survey of Federated Learning Models for Spatial-Temporal Mobility Applications	May 9, 2023	Community DetectionFederated Learning	—Unverified	0
Zoo Guide to Network Embedding	May 5, 2023	Community DetectionLink Prediction	—Unverified	0
Optimal and exact recovery on general non-uniform Hypergraph Stochastic Block Model	Apr 25, 2023	Community DetectionStochastic Block Model	—Unverified	0
Community Detection Using Revised Medoid-Shift Based on KNN	Apr 19, 2023	ClusteringCommunity Detection	—Unverified	0
Graph2topic: an opensource topic modeling framework based on sentence embedding and community detection	Apr 13, 2023	Community DetectionLanguage Modelling	—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