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 301–325 of 919 papers

TitleStatusHype
The interplay between ranking and communities in networksCode0
Partial recovery and weak consistency in the non-uniform hypergraph Stochastic Block Model—0
Community Detection in Medical Image Datasets: Using Wavelets and Spectral Methods—0
Fair Community Detection and Structure Learning in Heterogeneous Graphical Models—0
Uncovering the Local Hidden Community Structure in Social Networks—0
A graph representation based on fluid diffusion model for data analysis: theoretical aspects and enhanced community detection—0
Mixed membership distribution-free model—0
Descriptive vs. inferential community detection in networks: pitfalls, myths, and half-truths—0
Towards Modularity Optimization Using Reinforcement Learning to Community Detection in Dynamic Social Networks—0
Would I regret later joining this Community ? Using temporal neighborhood information for community retention in a game theoretic community detection framework—0
Community-Detection via Hashtag-Graphs for Semi-Supervised NMF Topic Models—0
Graph Neural Networks for Multiparallel Word Alignment—0
Distribution-Free Model for Community Detection—0
On-the-Fly Rectification for Robust Large-Vocabulary Topic Inference—0
Topic-aware latent models for representation learning on networks—0
Statistical and Computational Efficiency for Smooth Tensor Estimation with Unknown Permutations—0
Community detection using low-dimensional network embedding algorithms—0
Community detection in censored hypergraph—0
Exact Representation of Sparse Networks with Symmetric Nonnegative Embeddings—0
Exploring Sentence Community for Document-Level Event Extraction—0
Graph Communal Contrastive LearningCode0
Vaccine skepticism detection by network embeddingCode0
Joint Content-Context Analysis of Scientific Publications: Identifying Opportunities for Collaboration in Cognitive Science—0
Incremental Community Detection in Distributed Dynamic Graph—0
Robustness modularity in complex networksCode0
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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