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 1–10 of 919 papers

Title	Date	Tasks	Status	Hype
Understanding the Effect of Knowledge Graph Extraction Error on Downstream Graph Analyses: A Case Study on Affiliation Graphs	Jun 14, 2025	Community DetectionKnowledge Graphs	—Unverified	0
Learning to Collaborate Over Graphs: A Selective Federated Multi-Task Learning Approach	Jun 11, 2025	Community DetectionFairness	CodeCode Available	0
Identifying Hubs Through Influential Nodes in Transportation Network by Using a Gravity Centrality Approach	Jun 10, 2025	Community Detection	CodeCode Available	0
Strongly Consistent Community Detection in Popularity Adjusted Block Models	Jun 8, 2025	ClusteringCommunity Detection	—Unverified	0
Speaker Diarization with Overlapping Community Detection Using Graph Attention Networks and Label Propagation Algorithm	Jun 3, 2025	Action DetectionActivity Detection	CodeCode Available	1
Optimal community detection in dense bipartite graphs	May 23, 2025	Community Detection	—Unverified	0
Pre-trained Prompt-driven Semi-supervised Local Community Detection	May 18, 2025	Community DetectionCommunity Search	—Unverified	0
Breaking the Batch Barrier (B3) of Contrastive Learning via Smart Batch Mining	May 16, 2025	Community DetectionContrastive Learning	CodeCode Available	1
Advancing Community Detection with Graph Convolutional Neural Networks: Bridging Topological and Attributive Cohesion	May 15, 2025	AttributeCommunity Detection	CodeCode Available	0
NAZM: Network Analysis of Zonal Metrics in Persian Poetic Tradition	May 12, 2025	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