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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 691–700 of 919 papers

Title	Date	Tasks	Status	Hype	Score
A Deep Latent Space Model for Directed Graph Representation Learning	Sep 29, 2021	Community DetectionGraph Representation Learning	—Unverified	0	0
A Differentiable Approach to Combinatorial Optimization using Dataless Neural Networks	Mar 15, 2022	Combinatorial OptimizationCommunity Detection	—Unverified	0	0
An Adaptive Deep Clustering Pipeline to Inform Text Labeling at Scale	Feb 1, 2022	ClusteringCommunity Detection	—Unverified	0	0
A Flexible Fitness Function for Community Detection in Complex Networks	Jun 10, 2014	Community Detection	—Unverified	0	0
A Framework for Exploring Federated Community Detection	Dec 14, 2023	Community DetectionFederated Learning	—Unverified	0	0
A Framework for Multi-View Classification of Features	Aug 2, 2021	ClassificationCommunity Detection	—Unverified	0	0
A Fuzzy Community-Based Recommender System Using PageRank	Dec 18, 2018	Community DetectionRecommendation Systems	—Unverified	0	0
A General Framework for Complex Network-Based Image Segmentation	Jul 4, 2019	Community DetectionImage Segmentation	—Unverified	0	0
A Generative Model for Dynamic Networks with Applications	Feb 11, 2018	Community DetectionLink Prediction	—Unverified	0	0
A Graph-Based Analysis of Medical Queries of a Swedish Health Care Portal	Apr 1, 2014	Community DetectionLocal Community 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