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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 31–40 of 919 papers

Title	Date	Tasks	Status	Hype
Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs	Mar 10, 2020	BIG-bench Machine LearningClustering	CodeCode Available	1
Artificial Benchmark for Community Detection (ABCD): Fast Random Graph Model with Community Structure	Jan 14, 2020	Community Detection	CodeCode Available	1
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research Challenges	Oct 21, 2022	BenchmarkingCommunity Detection	CodeCode Available	1
Amortized Probabilistic Detection of Communities in Graphs	Oct 29, 2020	ClusteringCommunity Detection	CodeCode Available	1
Breaking the Batch Barrier (B3) of Contrastive Learning via Smart Batch Mining	May 16, 2025	Community DetectionContrastive Learning	CodeCode Available	1
Adversarial Attack on Community Detection by Hiding Individuals	Jan 22, 2020	Adversarial AttackCommunity Detection	CodeCode Available	1
Community detection using fast low-cardinality semidefinite programming	Dec 4, 2020	Community Detection	CodeCode Available	1
ConGraT: Self-Supervised Contrastive Pretraining for Joint Graph and Text Embeddings	May 23, 2023	Community DetectionContrastive Learning	CodeCode Available	1
Community Detection in Bipartite Networks with Stochastic Blockmodels	Jan 22, 2020	Community DetectionStochastic Block Model	CodeCode Available	1
Deep Learning for Community Detection: Progress, Challenges and Opportunities	May 17, 2020	ClusteringCommunity Detection	CodeCode Available	1

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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