SOTAVerified|Agents Browse Leaderboard About

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 11–20 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Community detection using fast low-cardinality semidefinite programming	Dec 4, 2020	Community Detection	CodeCode Available	1	5
Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network Model	Sep 5, 2021	Community DetectionGraph Embedding	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
A network approach to topic models	Aug 4, 2017	Community DetectionModel Selection	CodeCode Available	1	5
Contrastive Deep Nonnegative Matrix Factorization for Community Detection	Nov 4, 2023	Community DetectionContrastive Learning	CodeCode Available	1	5
Adversarial Attack on Community Detection by Hiding Individuals	Jan 22, 2020	Adversarial AttackCommunity Detection	CodeCode Available	1	5
Breaking the Batch Barrier (B3) of Contrastive Learning via Smart Batch Mining	May 16, 2025	Community DetectionContrastive Learning	CodeCode Available	1	5
Boosting Multitask Learning on Graphs through Higher-Order Task Affinities	Jun 24, 2023	Community DetectionNode Classification	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
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research Challenges	Oct 21, 2022	BenchmarkingCommunity Detection	CodeCode Available	1	5

Show:10 25 50

← PrevPage 2 of 92Next →

All datasets Amazon Cora Citeseer DBLP Facebook Artists Facebook Athletes Facebook Celebrities Facebook Companies Facebook Government Facebook Media Facebook Politicians Facebook TV Show

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