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 301–325 of 393 papers

Title	Date	Tasks	Status
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
Independence Promoted Graph Disentangled Networks	Nov 26, 2019	ClusteringGraph Classification	—Unverified
Influence-Based Mini-Batching for Graph Neural Networks	Dec 18, 2022	Graph Clustering	—Unverified
Information Recovery in Shuffled Graphs via Graph Matching	May 8, 2016	ClusteringGraph Clustering	—Unverified
Integration of graph clustering with ant colony optimization for feature selection	Sep 4, 2015	ClusteringCommunity Detection	—Unverified
JoBimText Visualizer: A Graph-based Approach to Contextualizing Distributional Similarity	Oct 1, 2013	Domain AdaptationGraph Clustering	—Unverified
KCoreMotif: An Efficient Graph Clustering Algorithm for Large Networks by Exploiting k-core Decomposition and Motifs	Aug 21, 2020	ClusteringGraph Clustering	—Unverified
Multiway p-spectral graph cuts on Grassmann manifolds	Aug 30, 2020	ClusteringGraph Clustering	—Unverified
L2F/INESC-ID at SemEval-2019 Task 2: Unsupervised Lexical Semantic Frame Induction using Contextualized Word Representations	Jun 1, 2019	ClusteringGraph Clustering	—Unverified
Large Language Models and Knowledge Graphs for Astronomical Entity Disambiguation	Jun 17, 2024	ClusteringEntity Disambiguation	—Unverified
Large Scale Video Representation Learning via Relational Graph Clustering	Jun 1, 2020	ClusteringGraph Clustering	—Unverified
Layout-Graph Reasoning for Fashion Landmark Detection	Oct 4, 2019	AttributeClustering	—Unverified
Learning a Fast 3D Spectral Approach to Object Segmentation and Tracking over Space and Time	Dec 15, 2022	ClusteringGPU	—Unverified
Learning Graph Embedding with Adversarial Training Methods	Jan 4, 2019	ClusteringDecoder	—Unverified
Learning Graph Representations by Dendrograms	Jul 13, 2018	ClusteringGraph Clustering	—Unverified
Learning Uniform Clusters on Hypersphere for Deep Graph-level Clustering	Nov 23, 2023	ClusteringContrastive Learning	—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