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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 201–210 of 919 papers

Title	Date	Tasks	Status	Hype	Score
A Structural-Clustering Based Active Learning for Graph Neural Networks	Dec 7, 2023	Active LearningClustering	CodeCode Available	0	5
Machine-Learning Based Objective Function Selection for Community Detection	Mar 25, 2022	BIG-bench Machine LearningCommunity Detection	CodeCode Available	0	5
Community detection in networks without observing edges	Aug 18, 2018	Community Detection	CodeCode Available	0	5
Memory-Efficient Convex Optimization for Self-Dictionary Separable Nonnegative Matrix Factorization: A Frank-Wolfe Approach	Sep 23, 2021	Community Detection	CodeCode Available	0	5
Bridging the Gap between Community and Node Representations: Graph Embedding via Community Detection	Dec 17, 2019	Community DetectionGraph Embedding	CodeCode Available	0	5
Community Detection with Graph Neural Networks	Oct 25, 2018	Community DetectionGraph Classification	CodeCode Available	0	5
A Deep Latent Space Model for Graph Representation Learning	Jun 22, 2021	Community DetectionDecoder	CodeCode Available	0	5
Community detection using diffusion information	Jan 23, 2018	Community Detection	CodeCode Available	0	5
Multi-view Banded Spectral Clustering with Application to ICD9 Clustering	Apr 6, 2018	ClusteringCommunity Detection	CodeCode Available	0	5
Community detection with spiking neural networks for neuromorphic hardware	Nov 20, 2017	Community Detection	CodeCode Available	0	5

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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