SOTAVerified

Community Detection

Community Detection is one of the fundamental problems in network analysis, where the goal is to find groups of nodes that are, in some sense, more similar to each other than to the other nodes.

Source: Randomized Spectral Clustering in Large-Scale Stochastic Block Models

Papers

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Showing 151–200 of 919 papers

TitleStatusHype
Descriptive vs. inferential community detection in networks: pitfalls, myths, and half-truthsCode0
Detecting community structure using label propagation with weighted coherent neighborhood propinquityCode0
Efficient discovery of overlapping communities in massive networksCode0
Efficiently inferring community structure in bipartite networksCode0
Energy-based Self-attentive Learning of Abstractive Communities for Spoken Language UnderstandingCode0
Enhance Ambiguous Community Structure via Multi-strategy Community Related Link Prediction Method with Evolutionary ProcessCode0
Clubmark: a Parallel Isolation Framework for Benchmarking and Profiling Clustering Algorithms on NUMA ArchitecturesCode0
Perspectives and constraints on neural network models of neurobiological processesCode0
Communities in C.elegans connectome through the prism of non-backtracking walksCode0
Communities in the Kuramoto Model: Dynamics and Detection via Path SignaturesCode0
Community and hyperedge inference in multiple hypergraphsCode0
Deep Network Embedding for Graph Representation Learning in Signed NetworksCode0
Detecting Propagators of Disinformation on Twitter Using Quantitative Discursive AnalysisCode0
Clique percolation method: memory efficient almost exact communitiesCode0
Classic Graph Structural Features Outperform Factorization-Based Graph Embedding Methods on Community LabelingCode0
A Neural Collapse Perspective on Feature Evolution in Graph Neural NetworksCode0
Unsupervised Community Detection with Modularity-Based Attention ModelCode0
Choose A Table: Tensor Dirichlet Process Multinomial Mixture Model with Graphs for Passenger Trajectory ClusteringCode0
Advancing Community Detection with Graph Convolutional Neural Networks: Bridging Topological and Attributive CohesionCode0
Genetic Analysis of Prostate Cancer with Computer Science MethodsCode0
Disentangling homophily, community structure and triadic closure in networksCode0
Graph-Based Floor Separation Using Node Embeddings and Clustering of WiFi TrajectoriesCode0
Explaining Interactions Between Text SpansCode0
Graph Community Detection from Coarse Measurements: Recovery Conditions for the Coarsened Weighted Stochastic Block ModelCode0
Characterizing and comparing external measures for the assessment of cluster analysis and community detectionCode0
A Spectral Analysis of Graph Neural Networks on Dense and Sparse GraphsCode0
Guided Machine Learning for power grid segmentationCode0
HACD: Harnessing Attribute Semantics and Mesoscopic Structure for Community DetectionCode0
A Distributed Hybrid Community Detection Methodology for Social NetworksCode0
Hierarchical Bayesian inference for community detection and connectivity of functional brain networksCode0
CGC: Contrastive Graph Clustering for Community Detection and TrackingCode0
Hierarchical community structure in networksCode0
Agglomerative Likelihood ClusteringCode0
Coupled Graphs and Tensor Factorization for Recommender Systems and Community DetectionCode0
CHIP: A Hawkes Process Model for Continuous-time Networks with Scalable and Consistent EstimationCode0
Hypergraph Artificial Benchmark for Community Detection (h-ABCD)Code0
CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral FiltersCode0
Constrained fractional set programs and their application in local clustering and community detectionCode0
Identifying Hubs Through Influential Nodes in Transportation Network by Using a Gravity Centrality ApproachCode0
Community detection in graphsCode0
CommunityGAN: Community Detection with Generative Adversarial NetsCode0
Investigating Annotator Bias with a Graph-Based ApproachCode0
CANE: Context-Aware Network Embedding for Relation ModelingCode0
Joint Community Detection and Rotational Synchronization via Semidefinite ProgrammingCode0
A Spectral Method for Joint Community Detection and Orthogonal Group SynchronizationCode0
A Hierarchical Block Distance Model for Ultra Low-Dimensional Graph RepresentationsCode0
Assortative-Constrained Stochastic Block ModelsCode0
Community detection in networks: A user guideCode0
Learning to Identify High Betweenness Centrality Nodes from Scratch: A Novel Graph Neural Network ApproachCode0
Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community DetectionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GNNAccuracy-NE2—Unverified
2CommunityGANF1-score0.09—Unverified
3Ego-SplittingF1-score0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1EdMotNMI0.42—Unverified
2CDNMFNMI0.4—Unverified
#ModelMetricClaimedVerifiedStatus
1CDNMFACC0.48—Unverified
#ModelMetricClaimedVerifiedStatus
1CommunityGANF1-Score0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.56—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.69—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.65—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.68—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.71—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.86—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.85—Unverified
#ModelMetricClaimedVerifiedStatus
1CDNMFACC0.67—Unverified