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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 561–570 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Signed Network Embedding with Application to Simultaneous Detection of Communities and Anomalies	Jul 8, 2022	Anomaly DetectionCommunity Detection	—Unverified	0	0
Distributed Representations of Signed Networks	Feb 22, 2017	Community DetectionDocument Embedding	—Unverified	0	0
Simplex2Vec embeddings for community detection in simplicial complexes	Jun 21, 2019	ClusteringCommunity Detection	—Unverified	0	0
Simplification of Graph Convolutional Networks: A Matrix Factorization-based Perspective	Jul 17, 2020	Community DetectionDistributed Computing	—Unverified	0	0
Simultaneous Identification of Sparse Structures and Communities in Heterogeneous Graphical Models	May 16, 2024	Community DetectionModel Selection	—Unverified	0	0
Sketch-based community detection in evolving networks	Sep 24, 2020	Community DetectionStochastic Block Model	—Unverified	0	0
Statistical and Computational Efficiency for Smooth Tensor Estimation with Unknown Permutations	Nov 8, 2021	Community DetectionComputational Efficiency	—Unverified	0	0
SoulMate: Short-text author linking through Multi-aspect temporal-textual embedding	Oct 27, 2019	Community Detectionnamed-entity-recognition	—Unverified	0	0
Spectral Algorithms for Community Detection in Directed Networks	Aug 9, 2020	ClusteringCommunity Detection	—Unverified	0	0
Spectral Algorithms Optimally Recover Planted Sub-structures	Mar 22, 2022	Community DetectionStochastic Block Model	—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