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 1–25 of 393 papers

Title	Date	Tasks	Status	Hype
Tri-Learn Graph Fusion Network for Attributed Graph Clustering	Jul 18, 2025	ClusteringDeep Clustering	CodeCode Available	1
Unsupervised Graph Clustering with Deep Structural Entropy	May 20, 2025	ClusteringContrastive Learning	CodeCode Available	0
Imputation-free and Alignment-free: Incomplete Multi-view Clustering Driven by Consensus Semantic Learning	May 16, 2025	ClusteringGraph Clustering	—Unverified	0
Rhomboid Tiling for Geometric Graph Deep Learning	May 14, 2025	ClusteringDeep Learning	—Unverified	0
A Geometric Approach to Problems in Optimization and Data Science	Apr 22, 2025	Data PoisoningGraph Clustering	—Unverified	0
HAECcity: Open-Vocabulary Scene Understanding of City-Scale Point Clouds with Superpoint Graph Clustering	Apr 18, 2025	ClusteringGraph Clustering	—Unverified	0
Adaptive Local Clustering over Attributed Graphs	Mar 26, 2025	AttributeClustering	CodeCode Available	0
Riemannian Optimization on Relaxed Indicator Matrix Manifold	Mar 26, 2025	Denoisingglobal-optimization	CodeCode Available	2
PanoGS: Gaussian-based Panoptic Segmentation for 3D Open Vocabulary Scene Understanding	Mar 23, 2025	3DGSDecoder	—Unverified	0
Deep Cut-informed Graph Embedding and Clustering	Mar 9, 2025	AttributeClustering	—Unverified	0
CluStRE: Streaming Graph Clustering with Multi-Stage Refinement	Feb 8, 2025	ClusteringComputational Efficiency	—Unverified	0
SLCGC: A lightweight Self-supervised Low-pass Contrastive Graph Clustering Network for Hyperspectral Images	Feb 5, 2025	ClusteringComputational Efficiency	—Unverified	0
Modular Training of Neural Networks aids Interpretability	Feb 4, 2025	Graph ClusteringSpectral Graph Clustering	—Unverified	0
Deep Modularity Networks with Diversity--Preserving Regularization	Jan 23, 2025	ClusteringDiversity	—Unverified	0
Adaptive Homophily Clustering: Structure Homophily Graph Learning with Adaptive Filter for Hyperspectral Image	Jan 3, 2025	ClusteringGraph Clustering	—Unverified	0
Attribute-Missing Multi-view Graph Clustering	Jan 1, 2025	AttributeClustering	—Unverified	0
GraphHash: Graph Clustering Enables Parameter Efficiency in Recommender Systems	Dec 23, 2024	Click-Through Rate PredictionClustering	CodeCode Available	1
PASCO (PArallel Structured COarsening): an overlay to speed up graph clustering algorithms	Dec 18, 2024	ClusteringComputational Efficiency	CodeCode Available	0
THESAURUS: Contrastive Graph Clustering by Swapping Fused Gromov-Wasserstein Couplings	Dec 16, 2024	ClusteringGraph Clustering	—Unverified	0
Scaling Up Graph Propagation Computation on Large Graphs: A Local Chebyshev Approximation Approach	Dec 14, 2024	Graph Clustering	—Unverified	0
One Node One Model: Featuring the Missing-Half for Graph Clustering	Dec 13, 2024	ClusteringData Augmentation	CodeCode Available	0
Provably Extending PageRank-based Local Clustering Algorithm to Weighted Directed Graphs with Self-Loops and to Hypergraphs	Dec 4, 2024	ClusteringGraph Clustering	CodeCode Available	0
Adaptive Traffic Element-Based Streetlight Control Using Neighbor Discovery Algorithm Based on IoT Events	Dec 2, 2024	ClusteringGraph Clustering	—Unverified	0
Graph Max Shift: A Hill-Climbing Method for Graph Clustering	Nov 27, 2024	ClusteringGraph Clustering	CodeCode Available	0
Attributed Graph Clustering via Generalized Quaternion Representation Learning	Nov 22, 2024	AttributeClustering	—Unverified	0

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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