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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	Score
Two provably consistent divide and conquer clustering algorithms for large networks	Aug 18, 2017	ClusteringCommunity Detection	—Unverified	0	0
TxAllo: Dynamic Transaction Allocation in Sharded Blockchain Systems	Dec 22, 2022	Community Detection	—Unverified	0	0
Uncertainty in GNN Learning Evaluations: A Comparison Between Measures for Quantifying Randomness in GNN Community Detection	Dec 14, 2023	Community DetectionTask 2	—Unverified	0	0
Uncovering communities of pipelines in the task-fMRI analytical space	Dec 11, 2023	Community Detection	—Unverified	0	0
Uncovering the Local Hidden Community Structure in Social Networks	Dec 8, 2021	Community DetectionLocal Community Detection	—Unverified	0	0
Uncovering the mesoscale structure of the credit default swap market to improve portfolio risk modelling	Jun 4, 2020	Community DetectionTime Series Analysis	—Unverified	0	0
Understanding graph embedding methods and their applications	Dec 15, 2020	Community DetectionDynamic graph embedding	—Unverified	0	0
Understanding Opinions Towards Climate Change on Social Media	Dec 2, 2023	Community DetectionMisinformation	—Unverified	0	0
Understanding the Effect of Knowledge Graph Extraction Error on Downstream Graph Analyses: A Case Study on Affiliation Graphs	Jun 14, 2025	Community DetectionKnowledge Graphs	—Unverified	0	0
Unified Graph Networks (UGN): A Deep Neural Framework for Solving Graph Problems	Feb 11, 2025	Community DetectionGraph Learning	—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