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 76–100 of 393 papers

Title	Date	Tasks	Status	Hype
End-to-End Supervised Hierarchical Graph Clustering for Speaker Diarization	Jan 23, 2024	ClusteringGraph Clustering	CodeCode Available	0
MaskClustering: View Consensus based Mask Graph Clustering for Open-Vocabulary 3D Instance Segmentation	Jan 15, 2024	3D Instance Segmentation3D Open-Vocabulary Instance Segmentation	—Unverified	0
Every Node is Different: Dynamically Fusing Self-Supervised Tasks for Attributed Graph Clustering	Jan 12, 2024	ClusteringGraph Clustering	CodeCode Available	1
Scalable 3D Panoptic Segmentation As Superpoint Graph Clustering	Jan 12, 2024	3D Panoptic Segmentation3D Semantic Segmentation	CodeCode Available	4
Masked AutoEncoder for Graph Clustering without Pre-defined Cluster Number k	Jan 9, 2024	ClusteringDecoder	—Unverified	0
Learning Persistent Community Structures in Dynamic Networks via Topological Data Analysis	Jan 6, 2024	ClusteringCommunity Detection	CodeCode Available	0
Homophily-Related: Adaptive Hybrid Graph Filter for Multi-View Graph Clustering	Jan 5, 2024	ClusteringGraph Clustering	CodeCode Available	1
Efficient High-Quality Clustering for Large Bipartite Graphs	Dec 28, 2023	ClusteringGraph Clustering	CodeCode Available	0
DGCLUSTER: A Neural Framework for Attributed Graph Clustering via Modularity Maximization	Dec 20, 2023	ClusteringGraph Clustering	CodeCode Available	1
VSR-Net: Vessel-like Structure Rehabilitation Network with Graph Clustering	Dec 20, 2023	ClusteringGraph Clustering	—Unverified	0
A low-rank non-convex norm method for multiview graph clustering	Dec 18, 2023	ClusteringGraph Clustering	—Unverified	0
MeanCut: A Greedy-Optimized Graph Clustering via Path-based Similarity and Degree Descent Criterion	Dec 7, 2023	ClusteringFace Recognition	CodeCode Available	0
Learning Uniform Clusters on Hypersphere for Deep Graph-level Clustering	Nov 23, 2023	ClusteringContrastive Learning	—Unverified	0
The DURel Annotation Tool: Human and Computational Measurement of Semantic Proximity, Sense Clusters and Semantic Change	Nov 21, 2023	ClusteringGraph Clustering	—Unverified	0
Community-Aware Efficient Graph Contrastive Learning via Personalized Self-Training	Nov 18, 2023	Community DetectionContrastive Learning	—Unverified	0
Spectral Clustering of Attributed Multi-relational Graphs	Nov 3, 2023	ClusteringDimensionality Reduction	CodeCode Available	1
Robust Graph Clustering via Meta Weighting for Noisy Graphs	Nov 1, 2023	ClusteringDenoising	CodeCode Available	0
Local Graph Clustering with Noisy Labels	Oct 12, 2023	ClusteringGraph Clustering	—Unverified	0
Clustering-based Image-Text Graph Matching for Domain Generalization	Oct 4, 2023	ClusteringDomain Generalization	CodeCode Available	0
The Map Equation Goes Neural: Mapping Network Flows with Graph Neural Networks	Oct 2, 2023	ClusteringCommunity Detection	CodeCode Available	0
Redundancy-Free Self-Supervised Relational Learning for Graph Clustering	Sep 9, 2023	AttributeClustering	CodeCode Available	1
Efficient Multi-View Graph Clustering with Local and Global Structure Preservation	Aug 31, 2023	ClusteringGraph Clustering	CodeCode Available	0
Gap-Free Clustering: Sensitivity and Robustness of SDP	Aug 29, 2023	ClusteringGraph Clustering	—Unverified	0
Unified and Dynamic Graph for Temporal Character Grouping in Long Videos	Aug 27, 2023	ClusteringGraph Clustering	—Unverified	0
Edge-aware Hard Clustering Graph Pooling for Brain Imaging	Aug 23, 2023	ClusteringGraph Clustering	CodeCode Available	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