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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 191–200 of 919 papers

Title	Date	Tasks	Status	Hype
PubGraph: A Large-Scale Scientific Knowledge Graph	Feb 4, 2023	Community DetectionGraph Embedding	—Unverified	0
ContCommRTD: A Distributed Content-based Misinformation-aware Community Detection System for Real-Time Disaster Reporting	Jan 30, 2023	Community DetectionManagement	—Unverified	0
Down the Rabbit Hole: Detecting Online Extremism, Radicalisation, and Politicised Hate Speech	Jan 27, 2023	Community DetectionSystematic Literature Review	—Unverified	0
Graph Encoder Ensemble for Simultaneous Vertex Embedding and Community Detection	Jan 18, 2023	Community Detection	CodeCode Available	1
Hierarchical Bayesian inference for community detection and connectivity of functional brain networks	Jan 18, 2023	Bayesian InferenceCommunity Detection	CodeCode Available	0
Temporal Dynamics of Coordinated Online Behavior: Stability, Archetypes, and Influence	Jan 17, 2023	Community DetectionDynamic Community Detection	—Unverified	0
Artificial Benchmark for Community Detection with Outliers (ABCD+o)	Jan 13, 2023	Community Detection	CodeCode Available	0
Variational Inference: Posterior Threshold Improves Network Clustering Accuracy in Sparse Regimes	Jan 12, 2023	ClusteringCommunity Detection	—Unverified	0
Community Detection with Known, Unknown, or Partially Known Auxiliary Latent Variables	Jan 8, 2023	Community DetectionStochastic Block Model	—Unverified	0
Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community Detection	Jan 1, 2023	Community DetectionRepresentation Learning	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