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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 251–260 of 919 papers

Title	Date	Tasks	Status	Hype
Semi-Supervised Clustering of Sparse Graphs: Crossing the Information-Theoretic Threshold	May 24, 2022	ClusteringCommunity Detection	—Unverified	0
Hippocluster: an efficient, hippocampus-inspired algorithm for graph clustering	May 19, 2022	ClusteringCommunity Detection	CodeCode Available	0
Perfect Spectral Clustering with Discrete Covariates	May 17, 2022	ClusteringCommunity Detection	CodeCode Available	0
Deep Graph Clustering via Mutual Information Maximization and Mixture Model	May 10, 2022	ClusteringCommunity Detection	—Unverified	0
Mapping the landscape of histomorphological cancer phenotypes using self-supervised learning on unlabeled, unannotated pathology slides	May 4, 2022	Community DetectionRepresentation Learning	CodeCode Available	1
Community detection in multiplex networks based on orthogonal nonnegative matrix tri-factorization	May 2, 2022	Community DetectionMultiview Clustering	—Unverified	0
Enhance Ambiguous Community Structure via Multi-strategy Community Related Link Prediction Method with Evolutionary Process	Apr 28, 2022	AttributeCommunity Detection	CodeCode Available	0
Self-Supervised Learning of Object Parts for Semantic Segmentation	Apr 27, 2022	Community DetectionImage Segmentation	CodeCode Available	1
Reformulating Speaker Diarization as Community Detection With Emphasis On Topological Structure	Apr 26, 2022	ClusteringCommunity Detection	—Unverified	0
Political Communities on Twitter: Case Study of the 2022 French Presidential Election	Apr 15, 2022	Community Detection	—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