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 101–125 of 393 papers

Title	Date	Tasks	Status
SiMilarity-Enhanced Homophily for Multi-View Heterophilous Graph Clustering	Oct 4, 2024	ClusteringGraph Clustering	—Unverified
TopER: Topological Embeddings in Graph Representation Learning	Oct 2, 2024	ClusteringGraph Clustering	—Unverified
Cross-Camera Data Association via GNN for Supervised Graph Clustering	Oct 1, 2024	ClusteringGraph Clustering	CodeCode Available
Hyperedge Modeling in Hypergraph Neural Networks by using Densest Overlapping Subgraphs	Sep 16, 2024	Graph ClusteringNode Classification	—Unverified
Multi-Task Curriculum Graph Contrastive Learning with Clustering Entropy Guidance	Aug 22, 2024	ClusteringContrastive Learning	—Unverified
Structure-enhanced Contrastive Learning for Graph Clustering	Aug 19, 2024	ClusteringContrastive Learning	—Unverified
Graph Clustering with Cross-View Feature Propagation	Aug 12, 2024	ClusteringGraph Clustering	—Unverified
Scalable and Adaptive Spectral Embedding for Attributed Graph Clustering	Aug 11, 2024	ClusteringGraph Clustering	—Unverified
A Versatile Framework for Attributed Network Clustering via K-Nearest Neighbor Augmentation	Aug 10, 2024	AttributeClustering	CodeCode Available
Self-Supervised Contrastive Graph Clustering Network via Structural Information Fusion	Aug 8, 2024	Anomaly DetectionClustering	—Unverified
Reliable Node Similarity Matrix Guided Contrastive Graph Clustering	Aug 7, 2024	ClusteringContrastive Learning	CodeCode Available
Balanced Multi-Relational Graph Clustering	Jul 23, 2024	ClusteringContrastive Learning	CodeCode Available
Advanced Graph Clustering Methods: A Comprehensive and In-Depth Analysis	Jul 12, 2024	ClusteringDeep Learning	CodeCode Available
Local Clustering for Lung Cancer Image Classification via Sparse Solution Technique	Jul 11, 2024	ClusteringGraph Clustering	CodeCode Available
Modularity aided consistent attributed graph clustering via coarsening	Jul 9, 2024	ClusteringGraph Clustering	—Unverified
Stability-Preserving Model Reduction of Networked Lur'e Systems	Jul 2, 2024	ClusteringGraph Clustering	—Unverified
Unveiling Global Interactive Patterns across Graphs: Towards Interpretable Graph Neural Networks	Jul 2, 2024	ClusteringGraph Classification	CodeCode Available
Expander Hierarchies for Normalized Cuts on Graphs	Jun 20, 2024	Graph Clustering	—Unverified
Large Language Models and Knowledge Graphs for Astronomical Entity Disambiguation	Jun 17, 2024	ClusteringEntity Disambiguation	—Unverified
Statistical arbitrage in multi-pair trading strategy based on graph clustering algorithms in US equities market	Jun 15, 2024	Graph ClusteringManagement	—Unverified
Multi-View Stochastic Block Models	Jun 7, 2024	ClusteringGraph Clustering	—Unverified
A Near-Linear Time Approximation Algorithm for Beyond-Worst-Case Graph Clustering	Jun 7, 2024	ClusteringGraph Clustering	—Unverified
Biharmonic Distance of Graphs and its Higher-Order Variants: Theoretical Properties with Applications to Centrality and Clustering	Jun 4, 2024	ClusteringGraph Clustering	—Unverified
Cascade-based Randomization for Inferring Causal Effects under Diffusion Interference	May 20, 2024	Graph Clustering	—Unverified
Multi-order Graph Clustering with Adaptive Node-level Weight Learning	May 20, 2024	ClusteringGraph Clustering	CodeCode Available

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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