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 801–825 of 919 papers

Title	Date	Tasks	Status
Robustness of graph embedding methods for community detection	May 1, 2024	Community DetectionGraph Embedding	CodeCode Available
Community detection in networks: A user guide	Jul 30, 2016	Community DetectionMisconceptions	CodeCode Available
A Deep Latent Space Model for Graph Representation Learning	Jun 22, 2021	Community DetectionDecoder	CodeCode Available
Reliable Time Prediction in the Markov Stochastic Block Model	Apr 9, 2020	ClusteringCollaborative Filtering	CodeCode Available
Phylogenetic reconstruction of the cultural evolution of electronic music via dynamic community detection (1975-1999)	Nov 4, 2020	Community DetectionCultural Vocal Bursts Intensity Prediction	CodeCode Available
ABCDE: Approximating Betweenness-Centrality ranking with progressive-DropEdge	Sep 6, 2021	Approximating Betweenness-Centrality rankingCommunity Detection	CodeCode Available
A Neural Collapse Perspective on Feature Evolution in Graph Neural Networks	Jul 4, 2023	Community Detectionimage-classification	CodeCode Available
p-Norm Flow Diffusion for Local Graph Clustering	Jan 1, 2020	ClusteringCommunity Detection	CodeCode Available
The interplay between ranking and communities in networks	Dec 23, 2021	Community Detection	CodeCode Available
Popularity Adjusted Block Models are Generalized Random Dot Product Graphs	Sep 9, 2021	ClusteringCommunity Detection	CodeCode Available
Informative core identification in complex networks	Jan 16, 2021	Community Detection	CodeCode Available
Integrating Network Embedding and Community Outlier Detection via Multiclass Graph Description	Jul 20, 2020	Community DetectionGraph Embedding	CodeCode Available
Position-aware Graph Neural Networks	Jun 11, 2019	Community DetectionGraph Neural Network	CodeCode Available
Effective Hierarchical Information Threading Using Network Community Detection	Mar 17, 2023	ArticlesCommunity Detection	CodeCode Available
Neural-Brane: Neural Bayesian Personalized Ranking for Attributed Network Embedding	Apr 23, 2018	ClusteringCommunity Detection	CodeCode Available
Efficient discovery of overlapping communities in massive networks	Sep 3, 2013	ArticlesCommunity Detection	CodeCode Available
A unified framework for spectral clustering in sparse graphs	Mar 20, 2020	ClusteringCommunity Detection	CodeCode Available
Efficiently inferring community structure in bipartite networks	Mar 12, 2014	Community DetectionStochastic Block Model	CodeCode Available
Scalable Community Detection via Parallel Correlation Clustering	Jul 27, 2021	ClusteringCommunity Detection	CodeCode Available
Subspace Clustering Based Analysis of Neural Networks	Jul 2, 2021	ClusteringCommunity Detection	CodeCode Available
Ego-splitting Framework: from Non-Overlapping to Overlapping Clusters	Aug 13, 2017	ClusteringCommunity Detection	CodeCode Available
Embedding-based Silhouette Community Detection	Jul 17, 2019	ClusteringCommunity Detection	CodeCode Available
Energy-based Self-attentive Learning of Abstractive Communities for Spoken Language Understanding	Apr 20, 2019	ClusteringCommunity Detection	CodeCode Available
Enhance Ambiguous Community Structure via Multi-strategy Community Related Link Prediction Method with Evolutionary Process	Apr 28, 2022	AttributeCommunity Detection	CodeCode Available
An Unsupervised Approach to Discover Media Frames	Jun 1, 2022	ArticlesCommunity 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