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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 251–260 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Ego-splitting Framework: from Non-Overlapping to Overlapping Clusters	Aug 13, 2017	ClusteringCommunity Detection	CodeCode Available	0	5
Vec2GC -- A Graph Based Clustering Method for Text Representations	Apr 15, 2021	ClusteringCommunity Detection	CodeCode Available	0	5
Graph Learning Network: A Structure Learning Algorithm	May 29, 2019	Community DetectionGeneral Classification	CodeCode Available	0	5
vGraph: A Generative Model for Joint Community Detection and Node Representation Learning	Jun 18, 2019	Community DetectionRepresentation Learning	CodeCode Available	0	5
Contextual Stochastic Block Model: Sharp Thresholds and Contiguity	Nov 15, 2020	Community Detectionmodel	—Unverified	0	0
Content-driven, unsupervised clustering of news articles through multiscale graph partitioning	Aug 3, 2018	ArticlesClustering	—Unverified	0	0
Big Networks: A Survey	Aug 9, 2020	Community DetectionLink Prediction	—Unverified	0	0
ContCommRTD: A Distributed Content-based Misinformation-aware Community Detection System for Real-Time Disaster Reporting	Jan 30, 2023	Community DetectionManagement	—Unverified	0	0
BigGraphVis: Leveraging Streaming Algorithms and GPU Acceleration for Visualizing Big Graphs	Aug 1, 2021	Community DetectionGPU	—Unverified	0	0
Analyzing Modularity Maximization in Approximation, Heuristic, and Graph Neural Network Algorithms for Community Detection	Oct 17, 2023	Community DetectionGraph Neural Network	—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