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 151–175 of 393 papers

Title	Date	Tasks	Status	Hype
RuDSI: graph-based word sense induction dataset for Russian	Sep 28, 2022	ClusteringGraph Clustering	CodeCode Available	1
Approximate sampling and estimation of partition functions using neural networks	Sep 21, 2022	ClusteringGraph Clustering	CodeCode Available	0
Rethinking Symmetric Matrix Factorization: A More General and Better Clustering Perspective	Sep 6, 2022	ClusteringGraph Clustering	CodeCode Available	0
Stochastic Parallelizable Eigengap Dilation for Large Graph Clustering	Jul 29, 2022	ClusteringDecision Making	—Unverified	0
flow-based clustering and spectral clustering: a comparison	Jun 20, 2022	ClusteringGraph Clustering	—Unverified	0
NCAGC: A Neighborhood Contrast Framework for Attributed Graph Clustering	Jun 16, 2022	ClusteringContrastive Learning	CodeCode Available	1
Conversation Group Detection With Spatio-Temporal Context	Jun 2, 2022	Graph Clustering	—Unverified	0
Align then Fusion: Generalized Large-scale Multi-view Clustering with Anchor Matching Correspondences	May 30, 2022	ClusteringGraph Clustering	CodeCode Available	1
Hippocluster: an efficient, hippocampus-inspired algorithm for graph clustering	May 19, 2022	ClusteringCommunity Detection	CodeCode Available	0
Simple Contrastive Graph Clustering	May 11, 2022	ClusteringContrastive Learning	—Unverified	0
Deep Graph Clustering via Mutual Information Maximization and Mixture Model	May 10, 2022	ClusteringCommunity Detection	—Unverified	0
Reducing Neural Architecture Search Spaces with Training-Free Statistics and Computational Graph Clustering	Apr 29, 2022	ClusteringGraph Clustering	—Unverified	0
SCGC : Self-Supervised Contrastive Graph Clustering	Apr 27, 2022	ClusteringGraph Clustering	CodeCode Available	1
Simulate Time-integrated Coarse-grained Molecular Dynamics with Multi-Scale Graph Networks	Apr 21, 2022	BIG-bench Machine LearningGraph Clustering	CodeCode Available	1
Attributed Graph Clustering with Dual Redundancy Reduction	Apr 18, 2022	ClusteringContrastive Learning	CodeCode Available	1
CGC: Contrastive Graph Clustering for Community Detection and Tracking	Apr 5, 2022	ClusteringCommunity Detection	CodeCode Available	0
Model Reduction of Consensus Network Systems via Selection of Optimal Edge Weights and Nodal Time-Scales	Mar 27, 2022	ClusteringGraph Clustering	—Unverified	0
SMARAGD: Learning SMatch for Accurate and Rapid Approximate Graph Distance	Mar 24, 2022	ClusteringData Augmentation	CodeCode Available	0
Spectral Graph Clustering for Intentional Islanding Operations in Resilient Hybrid Energy Systems	Mar 13, 2022	ClusteringGraph Clustering	—Unverified	0
Graph clustering with Boltzmann machines	Mar 4, 2022	BenchmarkingClustering	—Unverified	0
Skew-Symmetric Adjacency Matrices for Clustering Directed Graphs	Mar 2, 2022	ClusteringGraph Clustering	—Unverified	0
A Dynamic Mode Decomposition Approach for Decentralized Spectral Clustering of Graphs	Feb 26, 2022	ClusteringGraph Clustering	—Unverified	0
Improved Dual Correlation Reduction Network	Feb 25, 2022	ClusteringFeature Correlation	—Unverified	0
Recovering Unbalanced Communities in the Stochastic Block Model With Application to Clustering with a Faulty Oracle	Feb 17, 2022	ClusteringCommunity Detection	—Unverified	0
Efficient graph convolution for joint node representation learning and clustering	Feb 1, 2022	ClusteringGraph Clustering	CodeCode Available	1

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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