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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 571–580 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Spectral and matrix factorization methods for consistent community detection in multi-layer networks	Apr 24, 2017	ClusteringCommunity Detection	—Unverified	0	0
Spectral clustering via adaptive layer aggregation for multi-layer networks	Dec 7, 2020	ClusteringCommunity Detection	—Unverified	0	0
Spectral community detection in heterogeneous large networks	Nov 3, 2016	ClusteringCommunity Detection	—Unverified	0	0
Spectral Detection in the Censored Block Model	Jan 31, 2015	ClusteringCommunity Detection	—Unverified	0	0
Spectral Inference Methods on Sparse Graphs: Theory and Applications	Oct 14, 2016	ClusteringCommunity Detection	—Unverified	0	0
Spectral Multi-scale Community Detection in Temporal Networks with an Application	Jan 29, 2019	Community Detection	—Unverified	0	0
Spectral partitioning of time-varying networks with unobserved edges	Apr 26, 2019	Community Detection	—Unverified	0	0
Spectral redemption: clustering sparse networks	Jun 24, 2013	ClusteringCommunity Detection	—Unverified	0	0
Spoofing Attack Detection in the Physical Layer with Robustness to User Movement	Oct 17, 2023	Community Detection	—Unverified	0	0
Statistical and Computational Guarantees of Lloyd's Algorithm and its Variants	Dec 7, 2016	BIG-bench Machine LearningClustering	—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