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

Showing 51100 of 919 papers

TitleStatusHype
Flow-based Algorithms for Improving Clusters: A Unifying Framework, Software, and PerformanceCode1
Joint Inference of Diffusion and Structure in Partially Observed Social Networks Using Coupled Matrix FactorizationCode1
IncNSA: Detecting communities incrementally from time-evolving networks based on node similarityCode1
Breaking the Batch Barrier (B3) of Contrastive Learning via Smart Batch MiningCode1
Graph Coloring with Physics-Inspired Graph Neural NetworksCode1
Revisiting Modularity Maximization for Graph Clustering: A Contrastive Learning PerspectiveCode1
Speaker Diarization with Overlapping Community Detection Using Graph Attention Networks and Label Propagation AlgorithmCode1
Fast Network Community Detection with Profile-Pseudo Likelihood MethodsCode0
Analysis of ResearchGate, A Community Detection ApproachCode0
Adaptive Long-term Embedding with Denoising and Augmentation for RecommendationCode0
Evaluating Overfit and Underfit in Models of Network Community StructureCode0
Faithful Density-Peaks Clustering via Matrix Computations on MPI Parallelization SystemCode0
Ensemble Clustering for Graphs: Comparisons and ApplicationsCode0
Enhance Ambiguous Community Structure via Multi-strategy Community Related Link Prediction Method with Evolutionary ProcessCode0
Estimation of Low-Rank Matrices via Approximate Message PassingCode0
Explaining Interactions Between Text SpansCode0
Almost exact recovery in noisy semi-supervised learningCode0
Efficiently inferring community structure in bipartite networksCode0
Ego-splitting Framework: from Non-Overlapping to Overlapping ClustersCode0
Effective Hierarchical Information Threading Using Network Community DetectionCode0
Efficient discovery of overlapping communities in massive networksCode0
Embedding-based Silhouette Community DetectionCode0
Detecting community structure using label propagation with weighted coherent neighborhood propinquityCode0
Descriptive vs. inferential community detection in networks: pitfalls, myths, and half-truthsCode0
Detecting Propagators of Disinformation on Twitter Using Quantitative Discursive AnalysisCode0
A Hierarchical Block Distance Model for Ultra Low-Dimensional Graph RepresentationsCode0
Density-based Community Detection/OptimizationCode0
A Spectral Framework for Tracking Communities in Evolving NetworksCode0
Deep Network Embedding for Graph Representation Learning in Signed NetworksCode0
Disentangling homophily, community structure and triadic closure in networksCode0
Energy-based Self-attentive Learning of Abstractive Communities for Spoken Language UnderstandingCode0
Constrained fractional set programs and their application in local clustering and community detectionCode0
Agglomerative Likelihood ClusteringCode0
CHIP: A Hawkes Process Model for Continuous-time Networks with Scalable and Consistent EstimationCode0
Community detection with spiking neural networks for neuromorphic hardwareCode0
ABCDE: Approximating Betweenness-Centrality ranking with progressive-DropEdgeCode0
Community Detection with Graph Neural NetworksCode0
CommunityGAN: Community Detection with Generative Adversarial NetsCode0
Coupled Graphs and Tensor Factorization for Recommender Systems and Community DetectionCode0
Artificial Benchmark for Community Detection with Outliers (ABCD+o)Code0
Community Detection in Weighted Multilayer Networks with Ambient NoiseCode0
Community Detection in the Stochastic Block Model by Mixed Integer ProgrammingCode0
Community detection over a heterogeneous population of non-aligned networksCode0
Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community DetectionCode0
An Unsupervised Approach to Discover Media FramesCode0
Unsupervised Community Detection with Modularity-Based Attention ModelCode0
A Spectral Method for Joint Community Detection and Orthogonal Group SynchronizationCode0
Assortative-Constrained Stochastic Block ModelsCode0
Community detection in sparse time-evolving graphs with a dynamical Bethe-HessianCode0
Community detection in graphsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GNNAccuracy-NE2Unverified
2CommunityGANF1-score0.09Unverified
3Ego-SplittingF1-score0.04Unverified
#ModelMetricClaimedVerifiedStatus
1EdMotNMI0.42Unverified
2CDNMFNMI0.4Unverified
#ModelMetricClaimedVerifiedStatus
1CDNMFACC0.48Unverified
#ModelMetricClaimedVerifiedStatus
1CommunityGANF1-Score0.15Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.56Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.69Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.65Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.68Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.71Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.57Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.86Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.85Unverified
#ModelMetricClaimedVerifiedStatus
1CDNMFACC0.67Unverified