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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 51–60 of 919 papers

Title	Date	Tasks	Status	Hype
A network approach to topic models	Aug 4, 2017	Community DetectionModel Selection	CodeCode Available	1
Modularity-Aware Graph Autoencoders for Joint Community Detection and Link Prediction	Feb 2, 2022	Community DetectionLink Prediction	CodeCode Available	1
MultiVERSE: a multiplex and multiplex-heterogeneous network embedding approach	Aug 23, 2020	ClusteringCommunity Detection	CodeCode Available	1
New Frontiers in Graph Autoencoders: Joint Community Detection and Link Prediction	Nov 16, 2022	Community DetectionLink Prediction	CodeCode Available	1
Region2Vec: Community Detection on Spatial Networks Using Graph Embedding with Node Attributes and Spatial Interactions	Oct 10, 2022	AttributeCommunity Detection	CodeCode Available	1
Revisiting Modularity Maximization for Graph Clustering: A Contrastive Learning Perspective	Jun 20, 2024	ClusteringCommunity Detection	CodeCode Available	1
Self-Supervised Learning of Object Parts for Semantic Segmentation	Apr 27, 2022	Community DetectionImage Segmentation	CodeCode Available	1
A data-driven rutting depth short-time prediction model with metaheuristic optimization for asphalt pavements based on RIOHTrack	May 11, 2023	Community DetectionMetaheuristic Optimization	—Unverified	0
Analysis of Persian News Agencies on Instagram, A Words Co-occurrence Graph-based Approach	Feb 19, 2024	Community DetectionData Summarization	—Unverified	0
Accuracy-Memory Tradeoffs and Phase Transitions in Belief Propagation	May 24, 2019	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