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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 111–120 of 919 papers

Title	Date	Tasks	Status	Hype
Sentiment-Driven Community Detection in a Network of Perfume Preferences	Oct 24, 2024	Community DetectionGraph Clustering	CodeCode Available	0
SHyPar: A Spectral Coarsening Approach to Hypergraph Partitioning	Oct 9, 2024	ClusteringCommunity Detection	—Unverified	0
Discriminative community detection for multiplex networks	Sep 30, 2024	Community Detection	—Unverified	0
MDL-Pool: Adaptive Multilevel Graph Pooling Based on Minimum Description Length	Sep 16, 2024	Community DetectionGraph Classification	—Unverified	0
Leiden-Fusion Partitioning Method for Effective Distributed Training of Graph Embeddings	Sep 15, 2024	Community DetectionNode Classification	—Unverified	0
Learning Communities from Equilibria of Nonlinear Opinion Dynamics	Sep 12, 2024	Community DetectionStochastic Block Model	—Unverified	0
GRE^2-MDCL: Graph Representation Embedding Enhanced via Multidimensional Contrastive Learning	Sep 12, 2024	Community DetectionContrastive Learning	—Unverified	0
A Survey on Signed Graph Embedding: Methods and Applications	Sep 5, 2024	Community DetectionGraph Embedding	—Unverified	0
Masking The Bias : From Echo Chambers to Large Scale Aspect-Based Sentiment Analysis	Sep 2, 2024	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	0
Accelerating Hybrid Agent-Based Models and Fuzzy Cognitive Maps: How to Combine Agents who Think Alike?	Sep 1, 2024	Community DetectionGPU	—Unverified	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