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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 641–650 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Unifying Structural Proximity and Equivalence for Enhanced Dynamic Network Embedding	Mar 14, 2025	Community DetectionNetwork Embedding	—Unverified	0	0
Universality of Computational Lower Bounds for Submatrix Detection	Feb 19, 2019	Community DetectionTwo-sample testing	—Unverified	0	0
Universality of the stochastic block model	Jun 11, 2018	Community Detectionmodel	—Unverified	0	0
Unsupervised Adversarially-Robust Representation Learning on Graphs	Dec 4, 2020	Adversarial RobustnessCommunity Detection	—Unverified	0	0
Unsupervised Community Detection with a Potts Model Hamiltonian, an Efficient Algorithmic Solution, and Applications in Digital Pathology	Feb 5, 2020	ClusteringCommunity Detection	—Unverified	0	0
Unsupervised Graph Attention Autoencoder for Attributed Networks using K-means Loss	Nov 21, 2023	AttributeClustering	—Unverified	0	0
Unsupervised Learning from Noisy Networks with Applications to Hi-C Data	Dec 1, 2016	Community DetectionDenoising	—Unverified	0	0
Using deep learning for community discovery in social networks	Nov 6, 2017	ClusteringCommunity Detection	—Unverified	0	0
Using network metrics to explore the community structure that underlies movement patterns	Sep 14, 2023	Community Detection	—Unverified	0	0
Using RL to Identify Divisive Perspectives Improves LLMs Abilities to Identify Communities on Social Media	Jun 3, 2024	Community Detection	—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