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 501–525 of 919 papers

TitleStatusHype
Community Detection Clustering via Gumbel Softmax—0
Finding structural hole spanners based on community forest model and diminishing marginal utility in large scale social networks—0
Assortative-Constrained Stochastic Block ModelsCode0
Strong Consistency, Graph Laplacians, and the Stochastic Block Model—0
Word Embedding-based Text Processing for Comprehensive Summarization and Distinct Information Extraction—0
Recommendation system using a deep learning and graph analysis approachCode0
Provable Overlapping Community Detection in Weighted Graphs—0
Encoder blind combinatorial compressed sensing—0
Detecting Dynamic Community Structure in Functional Brain Networks Across Individuals: A Multilayer Approach—0
Reliable Time Prediction in the Markov Stochastic Block ModelCode0
Detecting Communities in Heterogeneous Multi-Relational Networks:A Message Passing based Approach—0
Gossip and Attend: Context-Sensitive Graph Representation LearningCode0
Session-based Suggestion of Topics for Geographic Exploratory Search—0
Non-backtracking walks reveal compartments in sparse chromatin interaction networks—0
A unified framework for spectral clustering in sparse graphsCode0
Overlapping Community Detection in Weighted Temporal Text Networks—0
Merge-split Markov chain Monte Carlo for community detection—0
Analysis of ResearchGate, A Community Detection ApproachCode0
Novel Edge and Density Metrics for Link Cohesion—0
Struct-MMSB: Mixed Membership Stochastic Blockmodels with Interpretable Structured Priors—0
Parameterized Correlation Clustering in Hypergraphs and Bipartite GraphsCode0
Network Clustering Via Kernel-ARMA Modeling and the Grassmannian The Brain-Network Case—0
LoCEC: Local Community-based Edge Classification in Large Online Social Networks—0
Community Detection on Mixture Multi-layer Networks via Regularized Tensor Decomposition—0
Certified Robustness of Community Detection against Adversarial Structural Perturbation via Randomized Smoothing—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