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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 611–620 of 919 papers

Title	Date	Tasks	Status	Hype	Score
The ParClusterers Benchmark Suite (PCBS): A Fine-Grained Analysis of Scalable Graph Clustering	Nov 15, 2024	BenchmarkingClustering	—Unverified	0	0
Encoder blind combinatorial compressed sensing	Apr 10, 2020	Community Detectioncompressed sensing	—Unverified	0	0
The Power of Communities: A Text Classification Model with Automated Labeling Process Using Network Community Detection	Sep 25, 2019	ArticlesClassification	—Unverified	0	0
The Power of Side-information in Subgraph Detection	Nov 10, 2016	Community Detection	—Unverified	0	0
The Robustness of Structural Features in Species Interaction Networks	Feb 24, 2025	Community Detection	—Unverified	0	0
The Ties that matter: From the perspective of Similarity Measure in Online Social Networks	Dec 21, 2022	Community DetectionRecommendation Systems	—Unverified	0	0
Thy Friend is My Friend: Iterative Collaborative Filtering for Sparse Matrix Estimation	Dec 1, 2017	Collaborative FilteringCommunity Detection	—Unverified	0	0
TNE: A Latent Model for Representation Learning on Networks	Oct 16, 2018	Community DetectionLink Prediction	—Unverified	0	0
Topic-aware latent models for representation learning on networks	Nov 10, 2021	Community DetectionLink Prediction	—Unverified	0	0
TopicBERT: A Transformer transfer learning based memory-graph approach for multimodal streaming social media topic detection	Aug 16, 2020	Community DetectionGraph Mining	—Unverified	0	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