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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 871–880 of 919 papers

Title	Date	Tasks	Status	Hype
Learning to Identify High Betweenness Centrality Nodes from Scratch: A Novel Graph Neural Network Approach	May 24, 2019	Community DetectionDecoder	CodeCode Available	0
Online Tensor Methods for Learning Latent Variable Models	Sep 3, 2013	ArticlesCommunity Detection	CodeCode Available	0
Leveraging Node Attributes for Incomplete Relational Data	Jun 14, 2017	Community DetectionLink Prediction	CodeCode Available	0
LGDE: Local Graph-based Dictionary Expansion	May 13, 2024	Community DetectionInformation Retrieval	CodeCode Available	0
On semidefinite relaxations for the block model	Jun 21, 2014	Community DetectionGraphon Estimation	CodeCode Available	0
Listing Maximal k-Plexes in Large Real-World Graphs	Feb 17, 2022	AllCommunity Detection	CodeCode Available	0
Two-way Node Popularity Model for Directed and Bipartite Networks	Dec 11, 2024	Community DetectionComputational Efficiency	CodeCode Available	0
Classic Graph Structural Features Outperform Factorization-Based Graph Embedding Methods on Community Labeling	Jan 20, 2022	Community DetectionGraph Embedding	CodeCode Available	0
Local Hyper-Flow Diffusion	Feb 16, 2021	ClusteringCommunity Detection	CodeCode Available	0
ALOHA: Artificial Learning of Human Attributes for Dialogue Agents	Oct 18, 2019	Community DetectionLanguage Modelling	CodeCode Available	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