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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 851–860 of 919 papers

Title	Date	Tasks	Status	Hype
Explaining Interactions Between Text Spans	Oct 20, 2023	Community DetectionDecision Making	CodeCode Available	0
PRUNE: Preserving Proximity and Global Ranking for Network Embedding	Dec 1, 2017	Community DetectionGeneral Classification	CodeCode Available	0
Learning dynamic representations of the functional connectome in neurobiological networks	Feb 21, 2024	Community Detection	CodeCode Available	0
From Node Embedding To Community Embedding : A Hyperbolic Approach	Jul 2, 2019	Community DetectionGraph Embedding	CodeCode Available	0
On Graph Neural Networks versus Graph-Augmented MLPs	Oct 28, 2020	Community DetectionIsomorphism Testing	CodeCode Available	0
Synwalk -- Community Detection via Random Walk Modelling	Jan 21, 2021	Community Detection	CodeCode Available	0
Communities in the Kuramoto Model: Dynamics and Detection via Path Signatures	Mar 21, 2025	Community DetectionStochastic Block Model	CodeCode Available	0
On spectral algorithms for community detection in stochastic blockmodel graphs with vertex covariates	Jul 4, 2020	ClusteringCommunity Detection	CodeCode Available	0
Semidefinite Programming for Community Detection with Side Information	May 6, 2021	Community Detection	CodeCode Available	0
Communities in C.elegans connectome through the prism of non-backtracking walks	Jul 22, 2022	Community Detection	CodeCode Available	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