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 251–275 of 393 papers

Title	Date	Tasks	Status
G^2uardFL: Safeguarding Federated Learning Against Backdoor Attacks through Attributed Client Graph Clustering	Jun 8, 2023	Anomaly DetectionClustering	—Unverified
Geometry-Aware Neighborhood Search for Learning Local Models for Image Reconstruction	May 6, 2015	ClusteringDeblurring	—Unverified
GNN-XML: Graph Neural Networks for Extreme Multi-label Text Classification	Dec 10, 2020	ClusteringGeneral Classification	—Unverified
GoWvis: A Web Application for Graph-of-Words-based Text Visualization and Summarization	Aug 1, 2016	Ad-Hoc Information RetrievalClustering	—Unverified
Graph Clustering Bandits for Recommendation	May 2, 2016	ClusteringGraph Clustering	—Unverified
Graph Clustering: Block-models and model free results	Dec 1, 2016	ClusteringGraph Clustering	—Unverified
Graph clustering, variational image segmentation methods and Hough transform scale detection for object measurement in images	Feb 27, 2016	ClusteringGraph Clustering	—Unverified
Graph clustering with Boltzmann machines	Mar 4, 2022	BenchmarkingClustering	—Unverified
Graph Clustering with Cross-View Feature Propagation	Aug 12, 2024	ClusteringGraph Clustering	—Unverified
Graph Clustering with Graph Neural Networks	Jun 30, 2020	AttributeClustering	—Unverified
Graph Clustering With Missing Data: Convex Algorithms and Analysis	Dec 1, 2014	ClusteringGraph Clustering	—Unverified
Graph learning methods to extract empathy supporting regions in a naturalistic stimuli fMRI	Mar 11, 2024	ClusteringGraph Clustering	—Unverified
Graphons, mergeons, and so on!	Jul 6, 2016	ClusteringGraph Clustering	—Unverified
Graphs in machine learning: an introduction	Jun 23, 2015	BIG-bench Machine LearningClustering	—Unverified
HAECcity: Open-Vocabulary Scene Understanding of City-Scale Point Clouds with Superpoint Graph Clustering	Apr 18, 2025	ClusteringGraph Clustering	—Unverified
Hermitian matrices for clustering directed graphs: insights and applications	Aug 6, 2019	ClusteringGraph Clustering	—Unverified
Hierarchical Agglomerative Graph Clustering in Nearly-Linear Time	Jun 10, 2021	ClusteringGraph Clustering	—Unverified
Higher-Order Spectral Clustering of Directed Graphs	Nov 10, 2020	ClusteringGraph Clustering	—Unverified
Human Semantic Segmentation using Millimeter-Wave Radar Sparse Point Clouds	Apr 27, 2023	Graph ClusteringSegmentation	—Unverified
Hybrid Clustering based on Content and Connection Structure using Joint Nonnegative Matrix Factorization	Mar 28, 2017	ClusteringGraph Clustering	—Unverified
Hyperedge Modeling in Hypergraph Neural Networks by using Densest Overlapping Subgraphs	Sep 16, 2024	Graph ClusteringNode Classification	—Unverified
Improved Dual Correlation Reduction Network	Feb 25, 2022	ClusteringFeature Correlation	—Unverified
Improved Graph Clustering	Oct 11, 2012	ClusteringGraph Clustering	—Unverified
Incorporating Higher-order Structural Information for Graph Clustering	Mar 17, 2024	ClusteringDeep Clustering	—Unverified
Incremental Multi-graph Matching via Diversity and Randomness based Graph Clustering	Sep 1, 2018	AllClustering	—Unverified

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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