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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 761–770 of 919 papers

Title	Date	Tasks	Status	Hype
Overlapping Community Detection using Dynamic Dilated Aggregation in Deep Residual GCN	Oct 20, 2022	Community DetectionDecoder	CodeCode Available	0
Community Detection in the Stochastic Block Model by Mixed Integer Programming	Jan 26, 2021	Community DetectionStochastic Block Model	CodeCode Available	0
Coupled Graphs and Tensor Factorization for Recommender Systems and Community Detection	Sep 22, 2018	Community DetectionImputation	CodeCode Available	0
Covariate Regularized Community Detection in Sparse Graphs	Jul 10, 2016	ClusteringCommunity Detection	CodeCode Available	0
Hippocluster: an efficient, hippocampus-inspired algorithm for graph clustering	May 19, 2022	ClusteringCommunity Detection	CodeCode Available	0
MPI-FAUN: An MPI-Based Framework for Alternating-Updating Nonnegative Matrix Factorization	Sep 28, 2016	Community Detection	CodeCode Available	0
How Low Can You Go? Searching for the Intrinsic Dimensionality of Complex Networks using Metric Node Embeddings	Mar 3, 2025	Community DetectionLink Prediction	CodeCode Available	0
Multi-Frequency Joint Community Detection and Phase Synchronization	Jun 16, 2022	Community DetectionStochastic Block Model	CodeCode Available	0
Overlapping Community Detection with Graph Neural Networks	Sep 26, 2019	Community DetectionGraph Neural Network	CodeCode Available	0
Simultaneous prediction and community detection for networks with application to neuroimaging	Feb 5, 2020	ClusteringCommunity Detection	CodeCode Available	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