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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 261–270 of 919 papers

Title	Date	Tasks	Status	Hype
A Hierarchical Block Distance Model for Ultra Low-Dimensional Graph Representations	Apr 12, 2022	Community DetectionGraph Representation Learning	CodeCode Available	0
Correlation-based feature selection to identify functional dynamics in proteins	Apr 6, 2022	ClusteringCommunity Detection	CodeCode Available	1
CGC: Contrastive Graph Clustering for Community Detection and Tracking	Apr 5, 2022	ClusteringCommunity Detection	CodeCode Available	0
Data-driven Influence Based Clustering of Dynamical Systems	Apr 5, 2022	AstronomyClustering	—Unverified	0
A Survey on Machine Learning Solutions for Graph Pattern Extraction	Apr 3, 2022	Community DetectionCommunity Search	CodeCode Available	0
Properties and Performance of the ABCDe Random Graph Model with Community Structure	Mar 28, 2022	Community Detection	CodeCode Available	0
Machine-Learning Based Objective Function Selection for Community Detection	Mar 25, 2022	BIG-bench Machine LearningCommunity Detection	CodeCode Available	0
Spectral Algorithms Optimally Recover Planted Sub-structures	Mar 22, 2022	Community DetectionStochastic Block Model	—Unverified	0
FaceMap: Towards Unsupervised Face Clustering via Map Equation	Mar 21, 2022	ClusteringCommunity Detection	CodeCode Available	1
Perturbation Analysis of Randomized SVD and its Applications to Statistics	Mar 19, 2022	Community DetectionMatrix Completion	—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