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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 161–170 of 919 papers

Title	Date	Tasks	Status	Hype
Optimal Inference in Contextual Stochastic Block Models	Jun 6, 2023	Community DetectionNode Classification	—Unverified	0
Modularity based linkage model for neuroevolution	Jun 2, 2023	Community Detectionmodel	—Unverified	0
Semi-supervised Community Detection via Structural Similarity Metrics	Jun 1, 2023	Community DetectionRecommendation Systems	—Unverified	0
When Does Bottom-up Beat Top-down in Hierarchical Community Detection?	Jun 1, 2023	ClusteringCommunity Detection	—Unverified	0
Learning the Right Layers: a Data-Driven Layer-Aggregation Strategy for Semi-Supervised Learning on Multilayer Graphs	May 31, 2023	ClusteringCommunity Detection	CodeCode Available	0
ConGraT: Self-Supervised Contrastive Pretraining for Joint Graph and Text Embeddings	May 23, 2023	Community DetectionContrastive Learning	CodeCode Available	1
Gene communities in co-expression networks across different tissues	May 22, 2023	Community Detection	—Unverified	0
A network community detection method with integration of data from multiple layers and node attributes	May 22, 2023	Community Detection	—Unverified	0
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

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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