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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 291–300 of 919 papers

Title	Date	Tasks	Status	Hype
Differentially private exact recovery for stochastic block models	Jun 4, 2024	Community Detection	—Unverified	0
Direct Comparative Analysis of Nature-inspired Optimization Algorithms on Community Detection Problem in Social Networks	Dec 21, 2022	Community Detection	—Unverified	0
Discriminative community detection for multiplex networks	Sep 30, 2024	Community Detection	—Unverified	0
Disentangling group and link persistence in Dynamic Stochastic Block models	Jan 20, 2017	Community Detection	—Unverified	0
Deep Clustering via Community Detection	Jan 3, 2025	ClusteringCommunity Detection	—Unverified	0
Distributed Representation of Subgraphs	Feb 22, 2017	Community DetectionNode Classification	—Unverified	0
Distribution-Free Model for Community Detection	Nov 15, 2021	Community Detectionmodel	—Unverified	0
Disunited Nations? A Multiplex Network Approach to Detecting Preference Affinity Blocs using Texts and Votes	Feb 1, 2018	Community DetectionWord Embeddings	—Unverified	0
Diversified Top-k Partial MaxSAT Solving	May 31, 2017	Community Detection	—Unverified	0
An Empirical Comparison of the Summarization Power of Graph Clustering Methods	Nov 21, 2015	ClusteringCommunity Detection	—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