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	Score
Ensemble Clustering for Graphs: Comparisons and Applications	Mar 19, 2019	Anomaly DetectionClustering	CodeCode Available	5
Asymmetric Semi-Nonnegative Matrix Factorization for Directed Graph Clustering	Dec 31, 2020	ClusteringGraph Clustering	CodeCode Available	5
Memetic Graph Clustering	Feb 20, 2018	ClusteringGraph Clustering	CodeCode Available	5
Pruned Neural Networks are Surprisingly Modular	Mar 10, 2020	ClusteringGraph Clustering	CodeCode Available	5
Comparison and Benchmark of Graph Clustering Algorithms	May 10, 2020	ClusteringGraph Clustering	CodeCode Available	5
Learning Networks from Random Walk-Based Node Similarities	Jan 23, 2018	Anomaly DetectionClustering	CodeCode Available	5
A Streaming Algorithm for Graph Clustering	Dec 9, 2017	ClusteringGraph Clustering	CodeCode Available	5
Combinatorial Approximations for Cluster Deletion: Simpler, Faster, and Better	Apr 24, 2024	Graph Clustering	CodeCode Available	5
RDSA: A Robust Deep Graph Clustering Framework via Dual Soft Assignment	Oct 29, 2024	ClusteringDenoising	CodeCode Available	5
Learning Persistent Community Structures in Dynamic Networks via Topological Data Analysis	Jan 6, 2024	ClusteringCommunity Detection	CodeCode Available	5
Latent structure blockmodels for Bayesian spectral graph clustering	Jul 4, 2021	ClusteringGraph Clustering	CodeCode Available	5
A Semidefinite Relaxation Approach for Fair Graph Clustering	Oct 19, 2024	ClusteringFairness	CodeCode Available	5
arXiv4TGC: Large-Scale Datasets for Temporal Graph Clustering	Jun 8, 2023	ClusteringGraph Clustering	CodeCode Available	5
Inferring Networks From Random Walk-Based Node Similarities	Dec 1, 2018	Anomaly DetectionClustering	CodeCode Available	5
Joint Graph Learning and Model Fitting in Laplacian Regularized Stratified Models	May 4, 2023	Few-Shot LearningGraph Clustering	CodeCode Available	5
Learning Resolution Parameters for Graph Clustering	Mar 12, 2019	ClusteringGraph Clustering	CodeCode Available	5
Hierarchical Position Embedding of Graphs with Landmarks and Clustering for Link Prediction	Feb 13, 2024	ClusteringGraph Clustering	CodeCode Available	5
Hierarchical Graph Clustering using Node Pair Sampling	Jun 5, 2018	ClusteringGraph Clustering	CodeCode Available	5
Hippocluster: an efficient, hippocampus-inspired algorithm for graph clustering	May 19, 2022	ClusteringCommunity Detection	CodeCode Available	5
EGRC-Net: Embedding-induced Graph Refinement Clustering Network	Nov 19, 2022	ClusteringGraph Clustering	CodeCode Available	5
Calibrating and Improving Graph Contrastive Learning	Jan 27, 2021	Contrastive LearningGraph Clustering	CodeCode Available	5
Gromov-Wasserstein Factorization Models for Graph Clustering	Nov 19, 2019	ClusteringGraph Clustering	CodeCode Available	5
GSCAN: Graph Stability Clustering for Applications With Noise Using Edge-Aware Excess-of-Mass	Apr 17, 2024	ClusteringGraph Clustering	CodeCode Available	5
Feudal Graph Reinforcement Learning	Apr 11, 2023	Decision MakingGraph Clustering	CodeCode Available	5
A Projection Method for Metric-Constrained Optimization	Jun 5, 2018	ClusteringGraph Clustering	CodeCode Available	5

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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