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 201250 of 393 papers

TitleStatusHype
Sample-Level Multi-View Graph Clustering0
Scalable and Adaptive Spectral Embedding for Attributed Graph Clustering0
Scalable and Effective Conductance-based Graph Clustering0
Scalable Deep Graph Clustering with Random-walk based Self-supervised Learning0
Scaling Graph Clustering with Distributed Sketches0
Scaling Up Graph Propagation Computation on Large Graphs: A Local Chebyshev Approximation Approach0
SciSummPip: An Unsupervised Scientific Paper Summarization Pipeline0
Searching for a Single Community in a Graph0
Seastar: vertex-centric programming for graph neural networks0
Seeing All From a Few: Nodes Selection Using Graph Pooling for Graph Clustering0
Self-supervised Contrastive Attributed Graph Clustering0
Self-Supervised Contrastive Graph Clustering Network via Structural Information Fusion0
Semantic Word Clusters Using Signed Spectral Clustering0
Semi-supervised Hyperspectral Image Classification with Graph Clustering Convolutional Networks0
Sentence Clustering via Projection over Term Clusters0
SiMilarity-Enhanced Homophily for Multi-View Heterophilous Graph Clustering0
Simple Contrastive Graph Clustering0
Sketching semidefinite programs for faster clustering0
Skew-Symmetric Adjacency Matrices for Clustering Directed Graphs0
SLCGC: A lightweight Self-supervised Low-pass Contrastive Graph Clustering Network for Hyperspectral Images0
Smoothness Sensor: Adaptive Smoothness-Transition Graph Convolutions for Attributed Graph Clustering0
Spectral clustering algorithms for the detection of clusters in block-cyclic and block-acyclic graphs0
Spectral Graph Clustering for Intentional Islanding Operations in Resilient Hybrid Energy Systems0
Stability-Preserving Model Reduction of Networked Lur'e Systems0
Statistical arbitrage in multi-pair trading strategy based on graph clustering algorithms in US equities market0
Statistical guarantees for local graph clustering0
Stochastic Gradient Descent for Spectral Embedding with Implicit Orthogonality Constraint0
Stochastic Parallelizable Eigengap Dilation for Large Graph Clustering0
Structure-enhanced Contrastive Learning for Graph Clustering0
Subspace Clustering via Tangent Cones0
Subspace Structure-Aware Spectral Clustering for Robust Subspace Clustering0
The DURel Annotation Tool: Human and Computational Measurement of Semantic Proximity, Sense Clusters and Semantic Change0
The ParClusterers Benchmark Suite (PCBS): A Fine-Grained Analysis of Scalable Graph Clustering0
THESAURUS: Contrastive Graph Clustering by Swapping Fused Gromov-Wasserstein Couplings0
Tie-Line Characteristics based Partitioning for Distributed Optimization of Power Systems0
TopER: Topological Embeddings in Graph Representation Learning0
Transfer operators on graphs: Spectral clustering and beyond0
Transforming Graphs for Enhanced Attribute Clustering: An Innovative Graph Transformer-Based Method0
Tripartite Graph Clustering for Dynamic Sentiment Analysis on Social Media0
Two to Five Truths in Non-Negative Matrix Factorization0
UKP-WSI: UKP Lab Semeval-2013 Task 11 System Description0
Unified and Dynamic Graph for Temporal Character Grouping in Long Videos0
Unsupervised Learning of A-Morphous Inflection with Graph Clustering0
Utilizing Technical Data to Discover Similar Companies in Dhaka Stock Exchange0
Vertex-Centric Visual Programming for Graph Neural Networks0
VSR-Net: Vessel-like Structure Rehabilitation Network with Graph Clustering0
Weakly Supervised Graph Clustering0
Weighted Graph Nodes Clustering via Gumbel Softmax0
Flexible and Robust Co-Regularized Multi-Domain Graph Clustering.0
Flow-Based Algorithms for Local Graph Clustering0
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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