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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 301–310 of 919 papers

Title	Date	Tasks	Status	Hype
Machine-Learning Based Objective Function Selection for Community Detection	Mar 25, 2022	BIG-bench Machine LearningCommunity Detection	CodeCode Available	0
Spectral Algorithms Optimally Recover Planted Sub-structures	Mar 22, 2022	Community DetectionStochastic Block Model	—Unverified	0
Perturbation Analysis of Randomized SVD and its Applications to Statistics	Mar 19, 2022	Community DetectionMatrix Completion	—Unverified	0
Graph Neural Networks for Multiparallel Word Alignment	Mar 16, 2022	Community DetectionMachine Translation	—Unverified	0
A Differentiable Approach to Combinatorial Optimization using Dataless Neural Networks	Mar 15, 2022	Combinatorial OptimizationCommunity Detection	—Unverified	0
Sparse random hypergraphs: Non-backtracking spectra and community detection	Mar 14, 2022	Community DetectionDimensionality Reduction	CodeCode Available	0
High-order Order Proximity-Incorporated, Symmetry and Graph-Regularized Nonnegative Matrix Factorization for Community Detection	Mar 8, 2022	Community Detection	—Unverified	0
Fast Community Detection based on Graph Autoencoder Reconstruction	Mar 7, 2022	Community Detection	—Unverified	0
Bayesian community detection for networks with covariates	Mar 4, 2022	Community DetectionStochastic Block Model	CodeCode Available	0
Pay Attention to Relations: Multi-embeddings for Attributed Multiplex Networks	Mar 3, 2022	Community DetectionLink Prediction	—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