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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 431–440 of 919 papers

Title	Date	Tasks	Status	Hype
Estimating Mixed-Memberships Using the Symmetric Laplacian Inverse Matrix	Dec 17, 2020	ClusteringCommunity Detection	—Unverified	0
Understanding graph embedding methods and their applications	Dec 15, 2020	Community DetectionDynamic graph embedding	—Unverified	0
Spectral clustering via adaptive layer aggregation for multi-layer networks	Dec 7, 2020	ClusteringCommunity Detection	—Unverified	0
Mixed-SCORE+ for mixed membership community detection	Dec 7, 2020	Community Detection	—Unverified	0
Ising-Based Louvain Method: Clustering Large Graphs with Specialized Hardware	Dec 6, 2020	ClusteringCommunity Detection	—Unverified	0
Unsupervised Adversarially-Robust Representation Learning on Graphs	Dec 4, 2020	Adversarial RobustnessCommunity Detection	—Unverified	0
Global and Individualized Community Detection in Inhomogeneous Multilayer Networks	Dec 2, 2020	Community Detection	—Unverified	0
Mixed Membership Graph Clustering via Systematic Edge Query	Nov 25, 2020	ClusteringCommunity Detection	CodeCode Available	0
Consistency of regularized spectral clustering in degree-corrected mixed membership model	Nov 23, 2020	ClusteringCommunity Detection	—Unverified	0
Statistical and computational thresholds for the planted k-densest sub-hypergraph problem	Nov 23, 2020	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