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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 541–550 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Improvements on SCORE, Especially for Weak Signals	Nov 14, 2018	ClusteringCommunity Detection	—Unverified	0	0
Uncertainty in GNN Learning Evaluations: The Importance of a Consistent Benchmark for Community Detection	May 10, 2023	BenchmarkingCommunity Detection	—Unverified	0	0
Searching for a Single Community in a Graph	May 24, 2018	ClusteringCommunity Detection	—Unverified	0	0
Secure Friend Discovery via Privacy-Preserving and Decentralized Community Detection	May 20, 2014	Community DetectionPrivacy Preserving	—Unverified	0	0
Segmentation of large images based on super-pixels and community detection in graphs	Dec 12, 2016	Community DetectionImage Segmentation	—Unverified	0	0
Self-similarity of Communities of the ABCD Model	Nov 30, 2023	Community Detectionmodel	—Unverified	0	0
Semantic Random Walk for Graph Representation Learning in Attributed Graphs	May 11, 2023	AttributeCommunity Detection	—Unverified	0	0
Semi-Supervised Clustering of Sparse Graphs: Crossing the Information-Theoretic Threshold	May 24, 2022	ClusteringCommunity Detection	—Unverified	0	0
Semi-supervised Community Detection via Structural Similarity Metrics	Jun 1, 2023	Community DetectionRecommendation Systems	—Unverified	0	0
Semi-supervised evidential label propagation algorithm for graph data	Jul 29, 2016	ClusteringCommunity Detection	—Unverified	0	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