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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 111–120 of 919 papers

Title	Date	Tasks	Status	Hype
Uncovering communities of pipelines in the task-fMRI analytical space	Dec 11, 2023	Community Detection	—Unverified	0
A Structural-Clustering Based Active Learning for Graph Neural Networks	Dec 7, 2023	Active LearningClustering	CodeCode Available	0
Community Detection in High-Dimensional Graph Ensembles	Dec 6, 2023	Community DetectionStochastic Block Model	—Unverified	0
Almost Exact Recovery in Gossip Opinion Dynamics over Stochastic Block Models	Dec 5, 2023	ClusteringCommunity Detection	—Unverified	0
Localizing and Assessing Node Significance in Default Mode Network using Sub-Community Detection in Mild Cognitive Impairment	Dec 4, 2023	Community Detection	—Unverified	0
Understanding Opinions Towards Climate Change on Social Media	Dec 2, 2023	Community DetectionMisinformation	—Unverified	0
Hypergraph Contrastive Learning for Drug Trafficking Community Detection	Dec 1, 2023	AttributeCommunity Detection	CodeCode Available	1
Self-similarity of Communities of the ABCD Model	Nov 30, 2023	Community Detectionmodel	—Unverified	0
Single-cell Multi-view Clustering via Community Detection with Unknown Number of Clusters	Nov 28, 2023	ClusteringCommunity Detection	CodeCode Available	0
Optimal Clustering of Discrete Mixtures: Binomial, Poisson, Block Models, and Multi-layer Networks	Nov 27, 2023	ClusteringCommunity 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