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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 171–180 of 919 papers

Title	Date	Tasks	Status	Hype
Narratives from GPT-derived Networks of News, and a link to Financial Markets Dislocations	Nov 24, 2023	ArticlesCommunity Detection	—Unverified	0
Unsupervised Graph Attention Autoencoder for Attributed Networks using K-means Loss	Nov 21, 2023	AttributeClustering	—Unverified	0
Community-Aware Efficient Graph Contrastive Learning via Personalized Self-Training	Nov 18, 2023	Community DetectionContrastive Learning	—Unverified	0
Unsupervised segmentation of irradiationx2010induced orderx2010disorder phase transitions in electron microscopy	Nov 14, 2023	Community DetectionSegmentation	CodeCode Available	0
Structure and inference in hypergraphs with node attributes	Nov 7, 2023	Community DetectionHyperedge Prediction	CodeCode Available	0
Choose A Table: Tensor Dirichlet Process Multinomial Mixture Model with Graphs for Passenger Trajectory Clustering	Oct 31, 2023	ClusteringCommunity Detection	CodeCode Available	0
Generalized Category Discovery with Clustering Assignment Consistency	Oct 30, 2023	ClusteringCommunity Detection	—Unverified	0
Community Detection Guarantees Using Embeddings Learned by Node2Vec	Oct 26, 2023	ClusteringCommunity Detection	—Unverified	0
Explaining Interactions Between Text Spans	Oct 20, 2023	Community DetectionDecision Making	CodeCode Available	0
Analyzing Modularity Maximization in Approximation, Heuristic, and Graph Neural Network Algorithms for Community Detection	Oct 17, 2023	Community DetectionGraph Neural Network	—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