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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 51–60 of 919 papers

Title	Date	Tasks	Status	Hype
Fast Sequence-Based Embedding with Diffusion Graphs	Jan 21, 2020	ClusteringCommunity Detection	CodeCode Available	1
Artificial Benchmark for Community Detection (ABCD): Fast Random Graph Model with Community Structure	Jan 14, 2020	Community Detection	CodeCode Available	1
LouvainNE: Hierarchical Louvain Method for High Quality and Scalable Network Embedding.	Jan 1, 2020	ClusteringCommunity Detection	CodeCode Available	1
Streaming Graph Neural Networks	Oct 24, 2018	Community DetectionGeneral Classification	CodeCode Available	1
Fast Sequence Based Embedding with Diffusion Graphs	Mar 20, 2018	ClusteringCommunity Detection	CodeCode Available	1
A network approach to topic models	Aug 4, 2017	Community DetectionModel Selection	CodeCode Available	1
subgraph2vec: Learning Distributed Representations of Rooted Sub-graphs from Large Graphs	Jun 29, 2016	ClusteringCommunity Detection	CodeCode Available	1
Understanding the Effect of Knowledge Graph Extraction Error on Downstream Graph Analyses: A Case Study on Affiliation Graphs	Jun 14, 2025	Community DetectionKnowledge Graphs	—Unverified	0
Learning to Collaborate Over Graphs: A Selective Federated Multi-Task Learning Approach	Jun 11, 2025	Community DetectionFairness	CodeCode Available	0
Identifying Hubs Through Influential Nodes in Transportation Network by Using a Gravity Centrality Approach	Jun 10, 2025	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