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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 41–50 of 919 papers

Title	Date	Tasks	Status	Hype
KAN KAN Buff Signed Graph Neural Networks?	Jan 1, 2025	Community DetectionGraph Representation Learning	—Unverified	0
Matrix Concentration for Random Signed Graphs and Community Recovery in the Signed Stochastic Block Model	Dec 29, 2024	Community DetectionStochastic Block Model	—Unverified	0
Large Language Models Meet Graph Neural Networks: A Perspective of Graph Mining	Dec 26, 2024	Community DetectionGraph Learning	—Unverified	0
Hypergraph clustering using Ricci curvature: an edge transport perspective	Dec 20, 2024	ClusteringCommunity Detection	—Unverified	0
Representation learning of dynamic networks	Dec 15, 2024	AttributeCommunity Detection	—Unverified	0
Two-way Node Popularity Model for Directed and Bipartite Networks	Dec 11, 2024	Community DetectionComputational Efficiency	CodeCode Available	0
A Spectral Framework for Tracking Communities in Evolving Networks	Dec 10, 2024	Community DetectionDynamic Community Detection	CodeCode Available	0
Multi-Scale Node Embeddings for Graph Modeling and Generation	Dec 5, 2024	Community DetectionData Compression	—Unverified	0
Community Detection with Heterogeneous Block Covariance Model	Dec 4, 2024	Community Detectionmodel	—Unverified	0
Table Integration in Data Lakes Unleashed: Pairwise Integrability Judgment, Integrable Set Discovery, and Multi-Tuple Conflict Resolution	Nov 30, 2024	Community DetectionContrastive Learning	—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