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 51–75 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Community detection, pattern recognition, and hypergraph-based learning: approaches using metric geometry and persistent homology	Sep 29, 2020	Community Detection	CodeCode Available	1	5
Graph Coloring with Physics-Inspired Graph Neural Networks	Feb 3, 2022	ClusteringCommunity Detection	CodeCode Available	1	5
Community Detection in Bipartite Networks with Stochastic Blockmodels	Jan 22, 2020	Community DetectionStochastic Block Model	CodeCode Available	1	5
Extended Stochastic Block Models with Application to Criminal Networks	Jul 16, 2020	Community DetectionModel Selection	CodeCode Available	1	5
Flow-based Algorithms for Improving Clusters: A Unifying Framework, Software, and Performance	Apr 20, 2020	ClusteringCommunity Detection	CodeCode Available	1	5
ConGraT: Self-Supervised Contrastive Pretraining for Joint Graph and Text Embeddings	May 23, 2023	Community DetectionContrastive Learning	CodeCode Available	1	5
Self-Supervised Learning of Object Parts for Semantic Segmentation	Apr 27, 2022	Community DetectionImage Segmentation	CodeCode Available	1	5
Covariate Regularized Community Detection in Sparse Graphs	Jul 10, 2016	ClusteringCommunity Detection	CodeCode Available	0	5
Analysis of ResearchGate, A Community Detection Approach	Mar 12, 2020	Community DetectionNavigate	CodeCode Available	0	5
Adaptive Long-term Embedding with Denoising and Augmentation for Recommendation	Apr 18, 2025	Community DetectionDenoising	CodeCode Available	0	5
Coupled Graphs and Tensor Factorization for Recommender Systems and Community Detection	Sep 22, 2018	Community DetectionImputation	CodeCode Available	0	5
Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection	Oct 22, 2018	Community DetectionDecoder	CodeCode Available	0	5
Deep Network Embedding for Graph Representation Learning in Signed Networks	Jan 7, 2019	Community DetectionGraph Mining	CodeCode Available	0	5
Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community Detection	Jan 1, 2023	Community DetectionRepresentation Learning	CodeCode Available	0	5
Constrained fractional set programs and their application in local clustering and community detection	Jun 14, 2013	ClusteringCommunity Detection	CodeCode Available	0	5
CommunityGAN: Community Detection with Generative Adversarial Nets	Jan 20, 2019	ClusteringCommunity Detection	CodeCode Available	0	5
CHIP: A Hawkes Process Model for Continuous-time Networks with Scalable and Consistent Estimation	Aug 19, 2019	ClusteringCommunity Detection	CodeCode Available	0	5
Almost exact recovery in noisy semi-supervised learning	Jul 29, 2020	ClusteringCommunity Detection	CodeCode Available	0	5
Community detection using diffusion information	Jan 23, 2018	Community Detection	CodeCode Available	0	5
Community detection over a heterogeneous population of non-aligned networks	Apr 4, 2019	ClusteringCommunity Detection	CodeCode Available	0	5
Community Detection in Weighted Multilayer Networks with Ambient Noise	Feb 24, 2021	Community DetectionVariational Inference	CodeCode Available	0	5
Community Detection with Graph Neural Networks	Oct 25, 2018	Community DetectionGraph Classification	CodeCode Available	0	5
Community detection in networks without observing edges	Aug 18, 2018	Community Detection	CodeCode Available	0	5
Community detection in networks: A user guide	Jul 30, 2016	Community DetectionMisconceptions	CodeCode Available	0	5
Community detection in sparse time-evolving graphs with a dynamical Bethe-Hessian	Jun 3, 2020	Community DetectionStochastic Block Model	CodeCode Available	0	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