Graph Clustering

Graph Clustering is the process of grouping the nodes of the graph into clusters, taking into account the edge structure of the graph in such a way that there are several edges within each cluster and very few between clusters. Graph Clustering intends to partition the nodes in the graph into disjoint groups.

Source: Clustering for Graph Datasets via Gumbel Softmax

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 393 papers

Title	Date	Tasks	Status	Hype
Attributed Graph Clustering in Collaborative Settings	Nov 19, 2024	ClusteringGraph Clustering	—Unverified	0
Low-Rank Optimal Transport through Factor Relaxation with Latent Coupling	Nov 15, 2024	Graph Clustering	—Unverified	0
The ParClusterers Benchmark Suite (PCBS): A Fine-Grained Analysis of Scalable Graph Clustering	Nov 15, 2024	BenchmarkingClustering	—Unverified	0
Multiscale Graph Construction Using Non-local Cluster Features	Nov 13, 2024	ClusteringGraph Clustering	—Unverified	0
Dual-Optimized Adaptive Graph Reconstruction for Multi-View Graph Clustering	Oct 30, 2024	ClusteringGraph Clustering	—Unverified	0
RDSA: A Robust Deep Graph Clustering Framework via Dual Soft Assignment	Oct 29, 2024	ClusteringDenoising	CodeCode Available	0
Sentiment-Driven Community Detection in a Network of Perfume Preferences	Oct 24, 2024	Community DetectionGraph Clustering	CodeCode Available	0
A Semidefinite Relaxation Approach for Fair Graph Clustering	Oct 19, 2024	ClusteringFairness	CodeCode Available	0
Federated Temporal Graph Clustering	Oct 16, 2024	ClusteringGraph Clustering	—Unverified	0
SiMilarity-Enhanced Homophily for Multi-View Heterophilous Graph Clustering	Oct 4, 2024	ClusteringGraph Clustering	—Unverified	0
TopER: Topological Embeddings in Graph Representation Learning	Oct 2, 2024	ClusteringGraph Clustering	—Unverified	0
Cross-Camera Data Association via GNN for Supervised Graph Clustering	Oct 1, 2024	ClusteringGraph Clustering	CodeCode Available	0
Hyperedge Modeling in Hypergraph Neural Networks by using Densest Overlapping Subgraphs	Sep 16, 2024	Graph ClusteringNode Classification	—Unverified	0
Multi-Task Curriculum Graph Contrastive Learning with Clustering Entropy Guidance	Aug 22, 2024	ClusteringContrastive Learning	—Unverified	0
Structure-enhanced Contrastive Learning for Graph Clustering	Aug 19, 2024	ClusteringContrastive Learning	—Unverified	0
Graph Clustering with Cross-View Feature Propagation	Aug 12, 2024	ClusteringGraph Clustering	—Unverified	0
Scalable and Adaptive Spectral Embedding for Attributed Graph Clustering	Aug 11, 2024	ClusteringGraph Clustering	—Unverified	0
A Versatile Framework for Attributed Network Clustering via K-Nearest Neighbor Augmentation	Aug 10, 2024	AttributeClustering	CodeCode Available	0
scASDC: Attention Enhanced Structural Deep Clustering for Single-cell RNA-seq Data	Aug 9, 2024	ClusteringDeep Clustering	CodeCode Available	1
Self-Supervised Contrastive Graph Clustering Network via Structural Information Fusion	Aug 8, 2024	Anomaly DetectionClustering	—Unverified	0
Reliable Node Similarity Matrix Guided Contrastive Graph Clustering	Aug 7, 2024	ClusteringContrastive Learning	CodeCode Available	0
Balanced Multi-Relational Graph Clustering	Jul 23, 2024	ClusteringContrastive Learning	CodeCode Available	0
Advanced Graph Clustering Methods: A Comprehensive and In-Depth Analysis	Jul 12, 2024	ClusteringDeep Learning	CodeCode Available	0
Local Clustering for Lung Cancer Image Classification via Sparse Solution Technique	Jul 11, 2024	ClusteringGraph Clustering	CodeCode Available	0
Modularity aided consistent attributed graph clustering via coarsening	Jul 9, 2024	ClusteringGraph Clustering	—Unverified	0

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All datasets Citeseer Cora Pubmed Biase et al Bozec et al Deng et al Goolam et al Pollen et al Treutlein et al Yan et al

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	R-DGAE	ACC	70.5	—	Unverified
2	R-GMM-VGAE	ACC	68.9	—	Unverified
3	AGC	ACC	67	—	Unverified
4	RWR-GAE	ACC	61.6	—	Unverified
5	RWR-VGAE	ACC	61.3	—	Unverified
6	ARGE	ACC	57.3	—	Unverified
7	ARVGE	ACC	54.4	—	Unverified
8	GAE	ACC	40.8	—	Unverified
9	DAEGC+GSCAN†	NMI	39.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	R-GMM-VGAE	ACC	76.7	—	Unverified
2	R-DGAE	ACC	73.7	—	Unverified
3	AGC	ACC	68.92	—	Unverified
4	RWR-VGAE	ACC	68.5	—	Unverified
5	RWR-GAE	ACC	66.9	—	Unverified
6	ARGE	ACC	64	—	Unverified
7	ARVGE	ACC	63.8	—	Unverified
8	GAE	ACC	59.6	—	Unverified
9	DAEGC+GSCAN†	NMI	52.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	R-GMM-VGAE	ACC	74	—	Unverified
2	RWR-VGAE	ACC	73.6	—	Unverified
3	RWR-GAE	ACC	72.6	—	Unverified
4	R-DGAE	ACC	71.4	—	Unverified
5	AGC	ACC	69.78	—	Unverified
6	VGAE	ACC	65.48	—	Unverified
7	DAEGC+GSCAN†	NMI	31.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	0.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	0.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	0.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	0.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	0.81	—	Unverified