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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 301–310 of 919 papers

Title	Date	Tasks	Status	Hype	Score
A Unified Framework for Tuning Hyperparameters in Clustering Problems	Oct 17, 2019	ClusteringCommunity Detection	—Unverified	0	0
A Local Perspective-based Model for Overlapping Community Detection	Mar 27, 2025	Community Detection	—Unverified	0	0
Active Learning for Community Detection in Stochastic Block Models	May 8, 2016	Active LearningBenchmarking	—Unverified	0	0
Accelerating Hybrid Agent-Based Models and Fuzzy Cognitive Maps: How to Combine Agents who Think Alike?	Sep 1, 2024	Community DetectionGPU	—Unverified	0	0
Heterogeneous-Temporal Graph Convolutional Networks: Make the Community Detection Much Better	Sep 23, 2019	Community Detection	—Unverified	0	0
Community Detection on Mixture Multi-layer Networks via Regularized Tensor Decomposition	Feb 10, 2020	Community DetectionStochastic Block Model	—Unverified	0	0
Community Detection on Evolving Graphs	Dec 1, 2016	ClusteringCommunity Detection	—Unverified	0	0
Community detection in weighted brain connectivity networks beyond the resolution limit	Sep 14, 2016	Community DetectionFunctional Connectivity	—Unverified	0	0
A Thorough View of Exact Inference in Graphs from the Degree-4 Sum-of-Squares Hierarchy	Feb 16, 2021	Combinatorial OptimizationCommunity Detection	—Unverified	0	0
Almost Exact Recovery in Gossip Opinion Dynamics over Stochastic Block Models	Dec 5, 2023	ClusteringCommunity 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