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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 211–220 of 919 papers

Title	Date	Tasks	Status	Hype
Bounded Projection Matrix Approximation with Applications to Community Detection	May 21, 2023	ClusteringCommunity Detection	—Unverified	0
Reaching Kesten-Stigum Threshold in the Stochastic Block Model under Node Corruptions	May 17, 2023	Community DetectionStochastic Block Model	—Unverified	0
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

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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