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 901–919 of 919 papers

Title	Date	Tasks	Status
Masking The Bias : From Echo Chambers to Large Scale Aspect-Based Sentiment Analysis	Sep 2, 2024	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available
Real-Time Community Detection in Large Social Networks on a Laptop	Jan 15, 2016	Community DetectionDistributed Computing	CodeCode Available
GraphAIR: Graph Representation Learning with Neighborhood Aggregation and Interaction	Nov 5, 2019	Community DetectionGeneral Classification	CodeCode Available
Almost exact recovery in noisy semi-supervised learning	Jul 29, 2020	ClusteringCommunity Detection	CodeCode Available
Recommendation system using a deep learning and graph analysis approach	Apr 17, 2020	Community DetectionDeep Learning	CodeCode Available
Graph-Based Floor Separation Using Node Embeddings and Clustering of WiFi Trajectories	May 12, 2025	Community Detection	CodeCode Available
Matrix tri-factorization over the tropical semiring	May 11, 2023	Community DetectionMatrix Completion	CodeCode Available
Unsupervised Co-Learning on G-Manifolds Across Irreducible Representations	Jun 6, 2019	Community Detection	CodeCode Available
CGC: Contrastive Graph Clustering for Community Detection and Tracking	Apr 5, 2022	ClusteringCommunity Detection	CodeCode Available
Graph Communal Contrastive Learning	Oct 28, 2021	Community DetectionContrastive Learning	CodeCode Available
Using link and content over time for embedding generation in Dynamic Attributed Networks	Jul 17, 2018	Community DetectionQuestion Answering	CodeCode Available
Graph Community Detection from Coarse Measurements: Recovery Conditions for the Coarsened Weighted Stochastic Block Model	Feb 25, 2021	Community DetectionStochastic Block Model	CodeCode Available
CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters	May 22, 2017	Community DetectionDeep Learning	CodeCode Available
Statistical physics of inference: Thresholds and algorithms	Nov 8, 2015	Community Detectioncompressed sensing	CodeCode Available
Vaccine skepticism detection by network embedding	Oct 20, 2021	Community DetectionNetwork Embedding	CodeCode Available
Graph Learning Network: A Structure Learning Algorithm	May 29, 2019	Community DetectionGeneral Classification	CodeCode Available
Graph Neighborhood Attentive Pooling	Jan 28, 2020	ClusteringCommunity Detection	CodeCode Available
Recurrent Graph Neural Network Algorithm for Unsupervised Network Community Detection	Mar 3, 2021	Community DetectionGraph Neural Network	CodeCode Available
Graph Neural Network Encoding for Community Detection in Attribute Networks	Jun 6, 2020	AttributeCommunity Detection	CodeCode Available

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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