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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 341–350 of 919 papers

Title	Date	Tasks	Status	Hype
Graph Neural Networks for Multiparallel Word Alignment	Nov 16, 2021	Community DetectionMachine Translation	—Unverified	0
Distribution-Free Model for Community Detection	Nov 15, 2021	Community Detectionmodel	—Unverified	0
On-the-Fly Rectification for Robust Large-Vocabulary Topic Inference	Nov 12, 2021	Community Detection	—Unverified	0
Topic-aware latent models for representation learning on networks	Nov 10, 2021	Community DetectionLink Prediction	—Unverified	0
Statistical and Computational Efficiency for Smooth Tensor Estimation with Unknown Permutations	Nov 8, 2021	Community DetectionComputational Efficiency	—Unverified	0
Community detection using low-dimensional network embedding algorithms	Nov 4, 2021	Community DetectionNetwork Embedding	—Unverified	0
Community detection in censored hypergraph	Nov 4, 2021	Community DetectionMissing Values	—Unverified	0
Exact Representation of Sparse Networks with Symmetric Nonnegative Embeddings	Nov 4, 2021	Community DetectionLink Prediction	—Unverified	0
Exploring Sentence Community for Document-Level Event Extraction	Nov 1, 2021	Community DetectionDocument-level Event Extraction	—Unverified	0
Graph Communal Contrastive Learning	Oct 28, 2021	Community DetectionContrastive Learning	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