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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 521–530 of 919 papers

Title	Date	Tasks	Status	Hype
Exposing Fake Images with Forensic Similarity Graphs	Dec 5, 2019	Community DetectionImage Forgery Detection	—Unverified	0
Extracting information from free text through unsupervised graph-based clustering: an application to patient incident records	Aug 31, 2019	ClusteringCommunity Detection	—Unverified	0
Extraction of hierarchical functional connectivity components in human brain using resting-state fMRI	Jun 19, 2019	Community DetectionFunctional Connectivity	—Unverified	0
Fair Information Spread on Social Networks with Community Structure	May 15, 2023	Community DetectionMarketing	—Unverified	0
Fair Community Detection and Structure Learning in Heterogeneous Graphical Models	Dec 9, 2021	Community DetectionFairness	—Unverified	0
Fast Community Detection based on Graph Autoencoder Reconstruction	Mar 7, 2022	Community Detection	—Unverified	0
FedCut: A Spectral Analysis Framework for Reliable Detection of Byzantine Colluders	Nov 24, 2022	Community DetectionFederated Learning	—Unverified	0
Federated Myopic Community Detection with One-shot Communication	Jun 14, 2021	Community Detection	—Unverified	0
Finding a latent k-simplex in O(k . nnz(data)) time via Subset Smoothing	Apr 14, 2019	ClusteringCommunity Detection	—Unverified	0
Finding Dory in the Crowd: Detecting Social Interactions using Multi-Modal Mobile Sensing	Aug 30, 2018	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