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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 501–510 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Prioritizing network communities	May 7, 2018	Community Detection	—Unverified	0	0
Privacy-Preserving Community Detection for Locally Distributed Multiple Networks	Jun 27, 2023	ClusteringCommunity Detection	—Unverified	0	0
Privacy-Preserving Transfer Learning for Community Detection using Locally Distributed Multiple Networks	Apr 1, 2025	ClusteringCommunity Detection	—Unverified	0	0
Provable Estimation of the Number of Blocks in Block Models	May 24, 2017	ClusteringCommunity Detection	—Unverified	0	0
Provable limitations of deep learning	Dec 16, 2018	Community DetectionDeep Learning	—Unverified	0	0
Provable Overlapping Community Detection in Weighted Graphs	Apr 15, 2020	Community Detection	—Unverified	0	0
Providing an Approach to Predicting Customer Quality in E-Commerce Social Networks Based on Big Data and Unsupervised Learning Method	Sep 5, 2021	Community DetectionMarketing	—Unverified	0	0
Pseudo-likelihood methods for community detection in large sparse networks	Jul 10, 2012	ClusteringCommunity Detection	—Unverified	0	0
PubGraph: A Large-Scale Scientific Knowledge Graph	Feb 4, 2023	Community DetectionGraph Embedding	—Unverified	0	0
Quantifying the Controllability of Coarsely Characterized Networked Dynamical Systems	Sep 29, 2021	Community DetectionStochastic Block Model	—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