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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 631–640 of 919 papers

Title	Date	Tasks	Status	Hype
Learning Latent Block Structure in Weighted Networks	Apr 2, 2014	Community DetectionStochastic Block Model	—Unverified	0
Learning Mixed Membership Community Models in Social Tagging Networks through Tensor Methods	Mar 16, 2015	Community DetectionTAG	—Unverified	0
Learning multi-faceted representations of individuals from heterogeneous evidence using neural networks	Oct 18, 2015	Community DetectionLink Prediction	—Unverified	0
Leiden-Fusion Partitioning Method for Effective Distributed Training of Graph Embeddings	Sep 15, 2024	Community DetectionNode Classification	—Unverified	0
Linear-Sample Learning of Low-Rank Distributions	Sep 30, 2020	Collaborative FilteringCommunity Detection	—Unverified	0
Local Algorithms for Block Models with Side Information	Aug 10, 2015	Community DetectionStochastic Block Model	—Unverified	0
Localizing and Assessing Node Significance in Default Mode Network using Sub-Community Detection in Mild Cognitive Impairment	Dec 4, 2023	Community Detection	—Unverified	0
Locally Boosted Graph Aggregation for Community Detection	May 13, 2014	Community DetectionRelational Reasoning	—Unverified	0
Local Network Community Detection with Continuous Optimization of Conductance and Weighted Kernel K-Means	Jan 21, 2016	Community DetectionLocal Community Detection	—Unverified	0
LoCEC: Local Community-based Edge Classification in Large Online Social Networks	Feb 11, 2020	ClassificationCommunity 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