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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 701–750 of 919 papers

TitleStatusHype
Incremental Eigenpair Computation for Graph Laplacian Matrices: Theory and Applications—0
Thy Friend is My Friend: Iterative Collaborative Filtering for Sparse Matrix Estimation—0
PRUNE: Preserving Proximity and Global Ranking for Network EmbeddingCode0
Surfacing contextual hate speech words within social mediaCode0
Community detection with spiking neural networks for neuromorphic hardwareCode0
Guided Machine Learning for power grid segmentationCode0
Using deep learning for community discovery in social networks—0
Estimation of Low-Rank Matrices via Approximate Message PassingCode0
Theoretical and Computational Guarantees of Mean Field Variational Inference for Community Detection—0
Kernel k-Groups via Hartigan's Method—0
Algorithmic infeasibility of community detection in higher-order networks—0
Primal-Dual Optimization Algorithms over Riemannian Manifolds: an Iteration Complexity Analysis—0
Bayesian estimation from few samples: community detection and related problems—0
Statistical inference on random dot product graphs: a survey—0
The Geometric Block Model—0
Revisiting Spectral Graph Clustering with Generative Community Models—0
On labeling Android malware signatures using minhashing and further classification with Structural Equation Models—0
Weighted Message Passing and Minimum Energy Flow for Heterogeneous Stochastic Block Models with Side Information—0
Rates of Convergence of Spectral Methods for Graphon Estimation—0
Estimating Mixed Memberships with Sharp Eigenvector Deviations—0
A Compressive Sensing Approach to Community Detection with Applications—0
Community detection in networks via nonlinear modularity eigenvectors—0
Two provably consistent divide and conquer clustering algorithms for large networks—0
Ego-splitting Framework: from Non-Overlapping to Overlapping ClustersCode0
A network approach to topic modelsCode1
Connected Subgraph Detection with Mirror Descent on SDPs—0
CANE: Context-Aware Network Embedding for Relation ModelingCode0
Query Complexity of Clustering with Side Information—0
Mapping higher-order network flows in memory and multilayer networks with Infomap—0
Leveraging Node Attributes for Incomplete Relational DataCode0
Diversified Top-k Partial MaxSAT Solving—0
Nonbacktracking Bounds on the Influence in Independent Cascade Models—0
Provable Estimation of the Number of Blocks in Block Models—0
Supervised Community Detection with Line Graph Neural NetworksCode0
CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral FiltersCode0
Data clustering with edge domination in complex networks—0
Exploration of Large Networks with Covariates via Fast and Universal Latent Space Model Fitting—0
A Network Perspective on Stratification of Multi-Label Data—0
Beyond the network of plants volatile organic compounds—0
Spectral and matrix factorization methods for consistent community detection in multi-layer networks—0
Multi-scale detection of hierarchical community architecture in structural and functional brain networks—0
Community Detection and Stochastic Block Models—0
A Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality—0
Matched bipartite block model with covariates—0
Multimodal Clustering for Community Detection—0
Hidden Community Detection in Social NetworksCode0
Distributed Representation of Subgraphs—0
Distributed Representations of Signed Networks—0
On Consistency of Compressive Spectral Clustering—0
Diversity of meso-scale architecture in human and non-human connectomes—0
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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