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 176–200 of 393 papers

Title	Date	Tasks	Status	Hype
Matrix Completion with Hierarchical Graph Side Information	Jan 2, 2022	ClusteringGraph Clustering	—Unverified	0
Persistent Homological State-Space Estimation of Functional Human Brain Networks at Rest	Jan 1, 2022	ClusteringGraph Clustering	CodeCode Available	1
Scalable Deep Graph Clustering with Random-walk based Self-supervised Learning	Dec 31, 2021	ClusteringDeep Clustering	—Unverified	0
Deep Graph Clustering via Dual Correlation Reduction	Dec 29, 2021	ClusteringFeature Correlation	CodeCode Available	1
Multilayer Graph Contrastive Clustering Network	Dec 28, 2021	ClusteringGraph Clustering	—Unverified	0
RepBin: Constraint-based Graph Representation Learning for Metagenomic Binning	Dec 22, 2021	ClusteringGraph Clustering	CodeCode Available	1
A Modular Framework for Centrality and Clustering in Complex Networks	Nov 23, 2021	BenchmarkingClustering	—Unverified	0
Deep Attention-guided Graph Clustering with Dual Self-supervision	Nov 10, 2021	ClusteringDeep Attention	CodeCode Available	1
Learning Co-segmentation by Segment Swapping for Retrieval and Discovery	Oct 29, 2021	Graph ClusteringObject Discovery	CodeCode Available	1
Multi-view Contrastive Graph Clustering	Oct 22, 2021	ClusteringContrastive Learning	CodeCode Available	1
Robust Correlation Clustering with Asymmetric Noise	Oct 15, 2021	ClusteringCombinatorial Optimization	—Unverified	0
Self-supervised Contrastive Attributed Graph Clustering	Oct 15, 2021	AttributeClustering	—Unverified	0
Graphon based Clustering and Testing of Networks: Algorithms and Theory	Oct 6, 2021	ClassificationClustering	CodeCode Available	0
Weakly Supervised Graph Clustering	Sep 29, 2021	ClusteringGraph Clustering	—Unverified	0
Cluster Attack: Query-based Adversarial Attacks on Graphs with Graph-Dependent Priors	Sep 27, 2021	Adversarial AttackClustering	CodeCode Available	0
Self-Supervised Metric Learning With Graph Clustering For Speaker Diarization	Sep 14, 2021	ClusteringGraph Clustering	CodeCode Available	0
RAMA: A Rapid Multicut Algorithm on GPU	Sep 4, 2021	3D Instance SegmentationClustering	CodeCode Available	1
Attention-driven Graph Clustering Network	Aug 12, 2021	AttributeClustering	CodeCode Available	1
Scalable Community Detection via Parallel Correlation Clustering	Jul 27, 2021	ClusteringCommunity Detection	CodeCode Available	0
Rethinking Graph Auto-Encoder Models for Attributed Graph Clustering	Jul 19, 2021	ClusteringGraph Clustering	CodeCode Available	1
Deep attributed graph clustering with self-separation regularization and parameter-free cluster estimation	Jul 15, 2021	ClusteringDeep Clustering	—Unverified	0
Template-Based Graph Clustering	Jul 5, 2021	ClusteringGraph Clustering	CodeCode Available	0
Latent structure blockmodels for Bayesian spectral graph clustering	Jul 4, 2021	ClusteringGraph Clustering	CodeCode Available	0
Federated Graph Classification over Non-IID Graphs	Jun 25, 2021	ClassificationClustering	CodeCode Available	1
Structure-Aware Face Clustering on a Large-Scale Graph With 107 Nodes	Jun 19, 2021	ClusteringFace Clustering	CodeCode Available	1

Show:10 25 50

← PrevPage 8 of 16Next →

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