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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 71–80 of 919 papers

Title	Date	Tasks	Status	Hype
Accelerating Hybrid Agent-Based Models and Fuzzy Cognitive Maps: How to Combine Agents who Think Alike?	Sep 1, 2024	Community DetectionGPU	—Unverified	0
A Spectral Framework for Anomalous Subgraph Detection	Jan 29, 2014	Community Detection	—Unverified	0
Active Community Detection with Maximal Expected Model Change	Jan 11, 2018	Active LearningCommunity Detection	—Unverified	0
Almost Exact Recovery in Gossip Opinion Dynamics over Stochastic Block Models	Dec 5, 2023	ClusteringCommunity Detection	—Unverified	0
A Boosting Approach to Learning Graph Representations	Jan 14, 2014	Community DetectionRelational Reasoning	—Unverified	0
A likelihood-ratio type test for stochastic block models with bounded degrees	Jul 12, 2018	Community DetectionStochastic Block Model	—Unverified	0
Algorithms for item categorization based on ordinal ranking data	Sep 29, 2016	Community DetectionStochastic Block Model	—Unverified	0
A cost-based multi-layer network approach for the discovery of patient phenotypes	Sep 19, 2022	Community Detection	—Unverified	0
A semidefinite program for unbalanced multisection in the stochastic block model	Jul 20, 2015	Community DetectionStochastic Block Model	—Unverified	0
Algorithmic infeasibility of community detection in higher-order networks	Oct 24, 2017	Community Detection	—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