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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 21–30 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Correlation-based feature selection to identify functional dynamics in proteins	Apr 6, 2022	ClusteringCommunity Detection	CodeCode Available	1	5
Deep Learning for Community Detection: Progress, Challenges and Opportunities	May 17, 2020	ClusteringCommunity Detection	CodeCode Available	1	5
Boosting Multitask Learning on Graphs through Higher-Order Task Affinities	Jun 24, 2023	Community DetectionNode Classification	CodeCode Available	1	5
Extended Stochastic Block Models with Application to Criminal Networks	Jul 16, 2020	Community DetectionModel Selection	CodeCode Available	1	5
Fast Sequence Based Embedding with Diffusion Graphs	Mar 20, 2018	ClusteringCommunity Detection	CodeCode Available	1	5
Artificial Benchmark for Community Detection (ABCD): Fast Random Graph Model with Community Structure	Jan 14, 2020	Community Detection	CodeCode Available	1	5
A network approach to topic models	Aug 4, 2017	Community DetectionModel Selection	CodeCode Available	1	5
Flow-based Algorithms for Improving Clusters: A Unifying Framework, Software, and Performance	Apr 20, 2020	ClusteringCommunity Detection	CodeCode Available	1	5
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research Challenges	Oct 21, 2022	BenchmarkingCommunity Detection	CodeCode Available	1	5
Community Detection in Bipartite Networks with Stochastic Blockmodels	Jan 22, 2020	Community DetectionStochastic Block Model	CodeCode Available	1	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