SOTAVerified

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

Showing 101150 of 393 papers

TitleStatusHype
KCoreMotif: An Efficient Graph Clustering Algorithm for Large Networks by Exploiting k-core Decomposition and Motifs0
Differentiable Hierarchical Graph Grouping for Multi-Person Pose Estimation0
Axioms for graph clustering quality functions0
Learning Graph Representations by Dendrograms0
DEEP GEOMETRICAL GRAPH CLASSIFICATION0
A Dynamic Mode Decomposition Approach for Decentralized Spectral Clustering of Graphs0
An application of topological graph clustering to protein function prediction0
Distributed Graph Clustering by Load Balancing0
Do logarithmic proximity measures outperform plain ones in graph clustering?0
Deep Cut-informed Graph Embedding and Clustering0
Deep attributed graph clustering with self-separation regularization and parameter-free cluster estimation0
Dual-Optimized Adaptive Graph Reconstruction for Multi-View Graph Clustering0
Dynamic Joint Variational Graph Autoencoders0
Attributed Graph Clustering in Collaborative Settings0
Improved Dual Correlation Reduction Network0
Effective and Scalable Clustering on Massive Attributed Graphs0
Adaptive Homophily Clustering: Structure Homophily Graph Learning with Adaptive Filter for Hyperspectral Image0
Efficient Eigen-updating for Spectral Graph Clustering0
Hyperedge Modeling in Hypergraph Neural Networks by using Densest Overlapping Subgraphs0
Improved Graph Clustering0
Incorporating Higher-order Structural Information for Graph Clustering0
Capacity Releasing Diffusion for Speed and Locality0
A Theoretical Investigation of Graph Degree as an Unsupervised Normality Measure0
Embedding Graph Auto-Encoder for Graph Clustering0
Large Scale Video Representation Learning via Relational Graph Clustering0
Layout-Graph Reasoning for Fashion Landmark Detection0
COREclust: a new package for a robust and scalable analysis of complex data0
A Modular Framework for Centrality and Clustering in Complex Networks0
Human Semantic Segmentation using Millimeter-Wave Radar Sparse Point Clouds0
Conversation Group Detection With Spatio-Temporal Context0
Contrastive Graph Clustering in Curvature Spaces0
Constant Approximation for Normalized Modularity and Associations Clustering0
A Model for Image Segmentation in Retina0
Higher-Order Spectral Clustering of Directed Graphs0
Hybrid Clustering based on Content and Connection Structure using Joint Nonnegative Matrix Factorization0
Incremental Multi-graph Matching via Diversity and Randomness based Graph Clustering0
Computing Nonlinear Eigenfunctions via Gradient Flow Extinction0
HAECcity: Open-Vocabulary Scene Understanding of City-Scale Point Clouds with Superpoint Graph Clustering0
Community-Aware Efficient Graph Contrastive Learning via Personalized Self-Training0
A low-rank non-convex norm method for multiview graph clustering0
Graphs in machine learning: an introduction0
Co-clustering for directed graphs: the Stochastic co-Blockmodel and spectral algorithm Di-Sim0
Graph Clustering: Block-models and model free results0
Graph Clustering Bandits for Recommendation0
CluStRE: Streaming Graph Clustering with Multi-Stage Refinement0
A Comprehensive Survey on Community Detection with Deep Learning0
Gap-Free Clustering: Sensitivity and Robustness of SDP0
Distance preserving model order reduction of graph-Laplacians and cluster analysis0
Graph clustering, variational image segmentation methods and Hough transform scale detection for object measurement in images0
GoWvis: A Web Application for Graph-of-Words-based Text Visualization and Summarization0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1R-DGAEACC70.5Unverified
2R-GMM-VGAEACC68.9Unverified
3AGCACC67Unverified
4RWR-GAEACC61.6Unverified
5RWR-VGAEACC61.3Unverified
6ARGEACC57.3Unverified
7ARVGEACC54.4Unverified
8GAEACC40.8Unverified
9DAEGC+GSCAN†NMI39.9Unverified
#ModelMetricClaimedVerifiedStatus
1R-GMM-VGAEACC76.7Unverified
2R-DGAEACC73.7Unverified
3AGCACC68.92Unverified
4RWR-VGAEACC68.5Unverified
5RWR-GAEACC66.9Unverified
6ARGEACC64Unverified
7ARVGEACC63.8Unverified
8GAEACC59.6Unverified
9DAEGC+GSCAN†NMI52.4Unverified
#ModelMetricClaimedVerifiedStatus
1R-GMM-VGAEACC74Unverified
2RWR-VGAEACC73.6Unverified
3RWR-GAEACC72.6Unverified
4R-DGAEACC71.4Unverified
5AGCACC69.78Unverified
6VGAEACC65.48Unverified
7DAEGC+GSCAN†NMI31.7Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index1Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index0.57Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index0.46Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index0.91Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index0.95Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index0.81Unverified
#ModelMetricClaimedVerifiedStatus
1Polaratio Consensus ClusteringAdjusted Rand Index0.81Unverified