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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 181–190 of 919 papers

Title	Date	Tasks	Status	Hype
A Unified Framework for Exploratory Learning-Aided Community Detection Under Topological Uncertainty	Apr 10, 2023	Community DetectionComputational Efficiency	—Unverified	0
Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Dataset Augmented by ChatGPT	Apr 10, 2023	Community DetectionGraph Classification	CodeCode Available	2
Genetic Analysis of Prostate Cancer with Computer Science Methods	Mar 28, 2023	Community DetectionTumour Classification	CodeCode Available	0
Community detection in complex networks via node similarity, graph representation learning, and hierarchical clustering	Mar 21, 2023	Community DetectionGraph Representation Learning	—Unverified	0
Effective Hierarchical Information Threading Using Network Community Detection	Mar 17, 2023	ArticlesCommunity Detection	CodeCode Available	0
Neural-prior stochastic block model	Mar 17, 2023	Community DetectionGraph Clustering	—Unverified	0
A pseudo-likelihood approach to community detection in weighted networks	Mar 10, 2023	Community DetectionComputational Efficiency	—Unverified	0
Heuristic Modularity Maximization Algorithms for Community Detection Rarely Return an Optimal Partition or Anything Similar	Feb 28, 2023	Community Detection	—Unverified	0
Modularity-based approach for tracking communities in dynamic social networks	Feb 24, 2023	Community Detection	—Unverified	0
A Constraints Fusion-induced Symmetric Nonnegative Matrix Factorization Approach for Community Detection	Feb 23, 2023	Community DetectionRepresentation Learning	—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