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 26–50 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Modularity-Aware Graph Autoencoders for Joint Community Detection and Link Prediction	Feb 2, 2022	Community DetectionLink Prediction	CodeCode Available	1	5
Community Detection in Bipartite Networks with Stochastic Blockmodels	Jan 22, 2020	Community DetectionStochastic Block Model	CodeCode Available	1	5
New Frontiers in Graph Autoencoders: Joint Community Detection and Link Prediction	Nov 16, 2022	Community DetectionLink Prediction	CodeCode Available	1	5
Random Walk on Multiple Networks	Jul 4, 2023	Community DetectionLink Prediction	CodeCode Available	1	5
Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs	Mar 10, 2020	BIG-bench Machine LearningClustering	CodeCode Available	1	5
ConGraT: Self-Supervised Contrastive Pretraining for Joint Graph and Text Embeddings	May 23, 2023	Community DetectionContrastive Learning	CodeCode Available	1	5
Community detection, pattern recognition, and hypergraph-based learning: approaches using metric geometry and persistent homology	Sep 29, 2020	Community Detection	CodeCode Available	1	5
Boosting Multitask Learning on Graphs through Higher-Order Task Affinities	Jun 24, 2023	Community DetectionNode Classification	CodeCode Available	1	5
A network approach to topic models	Aug 4, 2017	Community DetectionModel Selection	CodeCode Available	1	5
Community detection using fast low-cardinality semidefinite programming	Dec 4, 2020	Community Detection	CodeCode Available	1	5
Adversarial Attack on Community Detection by Hiding Individuals	Jan 22, 2020	Adversarial AttackCommunity Detection	CodeCode Available	1	5
Artificial Benchmark for Community Detection (ABCD): Fast Random Graph Model with Community Structure	Jan 14, 2020	Community Detection	CodeCode Available	1	5
Deep Learning for Community Detection: Progress, Challenges and Opportunities	May 17, 2020	ClusteringCommunity Detection	CodeCode Available	1	5
Amortized Probabilistic Detection of Communities in Graphs	Oct 29, 2020	ClusteringCommunity Detection	CodeCode Available	1	5
Explainable Global Wildfire Prediction Models using Graph Neural Networks	Feb 11, 2024	BenchmarkingCommunity Detection	CodeCode Available	1	5
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research Challenges	Oct 21, 2022	BenchmarkingCommunity Detection	CodeCode Available	1	5
FaceMap: Towards Unsupervised Face Clustering via Map Equation	Mar 21, 2022	ClusteringCommunity Detection	CodeCode Available	1	5
Contrastive Deep Nonnegative Matrix Factorization for Community Detection	Nov 4, 2023	Community DetectionContrastive Learning	CodeCode Available	1	5
Evaluating Node Embeddings of Complex Networks	Feb 16, 2021	Community DetectionGraph Embedding	CodeCode Available	1	5
GeoAI-Enhanced Community Detection on Spatial Networks with Graph Deep Learning	Nov 23, 2024	AttributeCommunity Detection	CodeCode Available	1	5
Graph Coloring with Physics-Inspired Graph Neural Networks	Feb 3, 2022	ClusteringCommunity Detection	CodeCode Available	1	5
Hypergraph Contrastive Learning for Drug Trafficking Community Detection	Dec 1, 2023	AttributeCommunity Detection	CodeCode Available	1	5
Generative hypergraph clustering: from blockmodels to modularity	Jan 24, 2021	ClusteringCommunity Detection	CodeCode Available	1	5
Interferometric Graph Transform: a Deep Unsupervised Graph Representation	Jun 10, 2020	Action RecognitionCommunity Detection	CodeCode Available	1	5
Self-Supervised Learning of Object Parts for Semantic Segmentation	Apr 27, 2022	Community DetectionImage Segmentation	CodeCode Available	1	5

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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