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 226–250 of 919 papers

Title	Date	Tasks	Status	Score
Covariate Regularized Community Detection in Sparse Graphs	Jul 10, 2016	ClusteringCommunity Detection	CodeCode Available	5
Deep Network Embedding for Graph Representation Learning in Signed Networks	Jan 7, 2019	Community DetectionGraph Mining	CodeCode Available	5
Community Detection with Graph Neural Networks	Oct 25, 2018	Community DetectionGraph Classification	CodeCode Available	5
Block-Structure Based Time-Series Models For Graph Sequences	Apr 24, 2018	Community DetectionTime Series	CodeCode Available	5
Scalable Community Detection via Parallel Correlation Clustering	Jul 27, 2021	ClusteringCommunity Detection	CodeCode Available	5
Semantic flow in language networks	May 18, 2019	Community DetectionPhilosophy	CodeCode Available	5
Community detection with spiking neural networks for neuromorphic hardware	Nov 20, 2017	Community Detection	CodeCode Available	5
Sentiment-Driven Community Detection in a Network of Perfume Preferences	Oct 24, 2024	Community DetectionGraph Clustering	CodeCode Available	5
CommunityGAN: Community Detection with Generative Adversarial Nets	Jan 20, 2019	ClusteringCommunity Detection	CodeCode Available	5
Single Image Reflection Removal through Cascaded Refinement	Nov 15, 2019	Community DetectionReflection Removal	CodeCode Available	5
Sparse random hypergraphs: Non-backtracking spectra and community detection	Mar 14, 2022	Community DetectionDimensionality Reduction	CodeCode Available	5
Bayesian community detection for networks with covariates	Mar 4, 2022	Community DetectionStochastic Block Model	CodeCode Available	5
Constrained fractional set programs and their application in local clustering and community detection	Jun 14, 2013	ClusteringCommunity Detection	CodeCode Available	5
Adaptive Long-term Embedding with Denoising and Augmentation for Recommendation	Apr 18, 2025	Community DetectionDenoising	CodeCode Available	5
Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community Detection	Jan 1, 2023	Community DetectionRepresentation Learning	CodeCode Available	5
Bayesian estimation of the latent dimension and communities in stochastic blockmodels	Apr 6, 2019	Community Detection	CodeCode Available	5
Coupled Graphs and Tensor Factorization for Recommender Systems and Community Detection	Sep 22, 2018	Community DetectionImputation	CodeCode Available	5
Enhance Ambiguous Community Structure via Multi-strategy Community Related Link Prediction Method with Evolutionary Process	Apr 28, 2022	AttributeCommunity Detection	CodeCode Available	5
Analysis of ResearchGate, A Community Detection Approach	Mar 12, 2020	Community DetectionNavigate	CodeCode Available	5
Gossip and Attend: Context-Sensitive Graph Representation Learning	Mar 30, 2020	ClusteringCommunity Detection	CodeCode Available	5
Synwalk -- Community Detection via Random Walk Modelling	Jan 21, 2021	Community Detection	CodeCode Available	5
The Hyperspherical Geometry of Community Detection: Modularity as a Distance	Jul 6, 2021	ClusteringCommunity Detection	CodeCode Available	5
The interplay between ranking and communities in networks	Dec 23, 2021	Community Detection	CodeCode Available	5
CHIP: A Hawkes Process Model for Continuous-time Networks with Scalable and Consistent Estimation	Aug 19, 2019	ClusteringCommunity Detection	CodeCode Available	5
LSCPM: communities in massive real-world Link Streams by Clique Percolation Method	Aug 21, 2023	Community Detection	CodeCode Available	5

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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