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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 561–570 of 919 papers

Title	Date	Tasks	Status	Hype
Graph Neural Networks for Multiparallel Word Alignment	Mar 16, 2022	Community DetectionMachine Translation	—Unverified	0
Graph Ordering: Towards the Optimal by Learning	Jan 18, 2020	Combinatorial OptimizationCommunity Detection	—Unverified	0
Graph Vertex Embeddings: Distance, Regularization and Community Detection	Apr 9, 2024	Community Detection	—Unverified	0
GRE^2-MDCL: Graph Representation Embedding Enhanced via Multidimensional Contrastive Learning	Sep 12, 2024	Community DetectionContrastive Learning	—Unverified	0
GroupEnc: encoder with group loss for global structure preservation	Sep 6, 2023	ClusteringCommunity Detection	—Unverified	0
GSim: A Graph Neural Network based Relevance Measure for Heterogeneous Graphs	Aug 12, 2022	Community DetectionGraph Mining	—Unverified	0
Herding Unmasked: Insights into Cryptocurrencies, Stocks and US ETFs	Jul 10, 2024	Community Detection	—Unverified	0
Heuristic Modularity Maximization Algorithms for Community Detection Rarely Return an Optimal Partition or Anything Similar	Feb 28, 2023	Community Detection	—Unverified	0
Hierarchical Block Structures and High-resolution Model Selection in Large Networks	Oct 16, 2013	Community DetectionModel Selection	—Unverified	0
Hierarchical Clustering Supported by Reciprocal Nearest Neighbors	Jul 9, 2019	AstronomyClustering	—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