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 126–150 of 393 papers

Title	Date	Tasks	Status
DGCformer: Deep Graph Clustering Transformer for Multivariate Time Series Forecasting	May 14, 2024	ClusteringCollaborative Filtering	—Unverified
Combinatorial Approximations for Cluster Deletion: Simpler, Faster, and Better	Apr 24, 2024	Graph Clustering	CodeCode Available
GSCAN: Graph Stability Clustering for Applications With Noise Using Edge-Aware Excess-of-Mass	Apr 17, 2024	ClusteringGraph Clustering	CodeCode Available
Spectral Clustering for Directed Graphs via Likelihood Estimation on Stochastic Block Models	Mar 28, 2024	ClusteringGraph Clustering	CodeCode Available
Incorporating Higher-order Structural Information for Graph Clustering	Mar 17, 2024	ClusteringDeep Clustering	—Unverified
Graph learning methods to extract empathy supporting regions in a naturalistic stimuli fMRI	Mar 11, 2024	ClusteringGraph Clustering	—Unverified
Provable Filter for Real-world Graph Clustering	Mar 6, 2024	ClusteringGraph Clustering	—Unverified
Towards Cohesion-Fairness Harmony: Contrastive Regularization in Individual Fair Graph Clustering	Feb 16, 2024	ClusteringFairness	CodeCode Available
Hierarchical Position Embedding of Graphs with Landmarks and Clustering for Link Prediction	Feb 13, 2024	ClusteringGraph Clustering	CodeCode Available
Randomized Algorithms for Symmetric Nonnegative Matrix Factorization	Feb 13, 2024	Graph Clustering	—Unverified
Blockchain-enabled Clustered and Scalable Federated Learning (BCS-FL) Framework in UAV Networks	Feb 7, 2024	Federated LearningGraph Clustering	—Unverified
End-to-End Supervised Hierarchical Graph Clustering for Speaker Diarization	Jan 23, 2024	ClusteringGraph Clustering	CodeCode Available
MaskClustering: View Consensus based Mask Graph Clustering for Open-Vocabulary 3D Instance Segmentation	Jan 15, 2024	3D Instance Segmentation3D Open-Vocabulary Instance Segmentation	—Unverified
Masked AutoEncoder for Graph Clustering without Pre-defined Cluster Number k	Jan 9, 2024	ClusteringDecoder	—Unverified
Learning Persistent Community Structures in Dynamic Networks via Topological Data Analysis	Jan 6, 2024	ClusteringCommunity Detection	CodeCode Available
Efficient High-Quality Clustering for Large Bipartite Graphs	Dec 28, 2023	ClusteringGraph Clustering	CodeCode Available
VSR-Net: Vessel-like Structure Rehabilitation Network with Graph Clustering	Dec 20, 2023	ClusteringGraph Clustering	—Unverified
A low-rank non-convex norm method for multiview graph clustering	Dec 18, 2023	ClusteringGraph Clustering	—Unverified
MeanCut: A Greedy-Optimized Graph Clustering via Path-based Similarity and Degree Descent Criterion	Dec 7, 2023	ClusteringFace Recognition	CodeCode Available
Learning Uniform Clusters on Hypersphere for Deep Graph-level Clustering	Nov 23, 2023	ClusteringContrastive Learning	—Unverified
The DURel Annotation Tool: Human and Computational Measurement of Semantic Proximity, Sense Clusters and Semantic Change	Nov 21, 2023	ClusteringGraph Clustering	—Unverified
Community-Aware Efficient Graph Contrastive Learning via Personalized Self-Training	Nov 18, 2023	Community DetectionContrastive Learning	—Unverified
Robust Graph Clustering via Meta Weighting for Noisy Graphs	Nov 1, 2023	ClusteringDenoising	CodeCode Available
Local Graph Clustering with Noisy Labels	Oct 12, 2023	ClusteringGraph Clustering	—Unverified
Clustering-based Image-Text Graph Matching for Domain Generalization	Oct 4, 2023	ClusteringDomain Generalization	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