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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 551–560 of 919 papers

Title	Date	Tasks	Status	Hype
GRADE: Graph Dynamic Embedding	Jul 16, 2020	Community DetectionDynamic Community Detection	—Unverified	0
Graph-Based Approaches to Clustering Network-Constrained Trajectory Data	Oct 19, 2013	ClusteringCommunity Detection	—Unverified	0
Graph-based data clustering via multiscale community detection	Sep 6, 2019	ClusteringCommunity Detection	—Unverified	0
Graph-Based Optimisation of Network Expansion in a Dockless Bike Sharing System	Mar 28, 2024	Community Detection	—Unverified	0
GraphBreak: Tool for Network Community based Regulatory Medicine, Gene co-expression, Linkage Disequilibrium analysis, functional annotation and more	Feb 24, 2021	Community Detection	—Unverified	0
Graph-Community Detection for Cross-Document Topic Segment Relationship Identification	Jun 13, 2016	ClusteringCommunity Detection	—Unverified	0
Graphfool: Targeted Label Adversarial Attack on Graph Embedding	Feb 24, 2021	Adversarial AttackClassification	—Unverified	0
Graph Generators: State of the Art and Open Challenges	Jan 22, 2020	Community DetectionGraph Generation	—Unverified	0
A Unified Framework for Exploratory Learning-Aided Community Detection Under Topological Uncertainty	Apr 10, 2023	Community DetectionComputational Efficiency	—Unverified	0
Graph Neural Networks for Multiparallel Word Alignment	Nov 16, 2021	Community DetectionMachine Translation	—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